{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# scrapy终端与核心组件"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一.scrapy shell"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "scrapy shell是一个交互式终端,可用于在不启动爬虫的情况下尝试及调试爬取代码.也可以用来测试XPath或CSS表达式,查看它们的工作方式以及爬取的网页中提取的数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "scrapy shell一般使用标准python终端,但是如果安装了IPython,scrapy shell将优先使用IPython"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.启动scrapy shell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename=\"./data/11_1.png\",width=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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J5SbPP/888fHxxMfHM2bMGOrr69m9ezcAFy5cICQkhMcee4zCwkI2bdqkbJeUlMSMGTOAxoux27dvb7SGPjQ0lClTpnDw4EGrfjPJUnmlpaWkpqaSkJBAWVkZX331lVXXFjgiTkt5xsTEMHv2bABGjBjBxYsXjc5iDR06FIPBoLSzNfVr7Twt1UGNr68vGo2GS5cuGT0/btw4oqOjmThxIuHh4WRnZ1NYWAjA2bNnGThwoJKWlZXFtWvXePzxx3nqqaeAxt+xCg4ONhpYazQaUlJSGDJkCGfOnMHd3Z2ePXuye/du4uPjyc/PZ+bMmRgMBlavXm203Ky+vp4OHTo0u7X7kCFD0Gq1Jvd3Xl4eAwYMYNKkSfTp04fNmzcry1nffPNNPDw82LNnD0899RRRUVHNfpfU29ubSZMmcebMGeVmBObyfPfdd4HGn5bYvXs3c+fOpX379srvnaq155NPPskTTzwBNP62V0BAgHINZ35+PsOHDycpKYmGhgZWr17N9evXW1SeWpvZU3dovJnH1KlTlTqEhYWxZ88ei3Gq5akWS5PAwECqq6spKyszW5ebzZkzh0cffbRZnEuXLsXZ2ZmoqCi2bdvGtWvXlD7x+9//HldXVwYOHMh3333XLM8LFy4QHh5OSkoKFy9eJCsrq9myQlPvaUveeecdtFoto0aNMvr8vBv3gynmPifAMf3aXJ5q7WKpPdWo5an2nlarg1pb2/vZYy4WS9s1/TxEYGAgffv25aGHHsLHx8fiqh97960atWOc2rinSWRkJLm5uUbPqX0Oqo1fHLGdNcdwU58h586do0ePHkyePBmDwcBXX32lnP1Xi8VSm1kaowgh7m2aYSNiDFUV5dTW1t7pWMR9ICIiglmzZimPFy5caNV1Ma3JxcWFt99+mxdffNHs9UqBgYF0796dnJyc2xqbuPvo9XqWLl2qPE5PT7fp5hpCCMtef/11MjMzlWsdw8LCSE1Nld80FkKIe5xMJsV954UXXqBjx47U1NSQlpZmMr2qqoqPPvqoVe+OJ4QQwrSBAwcSExODj48PDQ0NlJSUsHnzZpsuIRFCCHH3kcmkEEIIIYQQQgibqd6ARwghhBBCCCGEMEUmk0IIIYQQQgghbCaTSSGEEEIIIYQQNpPJpBBCCCGEEEIIm8lkUgghhBBCCCGEzWQyKYQQQgghhBDCZjKZFEIIIYQQQghhM5lMCiGEEEIIIYSwmUwmhRBCCCGEEELYTCaTQgghhBBCCCFsJpNJIYQQQgghhBA2k8mkEEIIIYQQQgibOd/pAMT9JSIiglmzZimPFy5cyI0bN+5gROJO0ev1LF26VHmcnp5Ofn7+HYxICCGEEEK0Js2wETGGqopyamtrmyX6+/uTkpJCUFAQJSUlrF69mnPnzinpjz32GP379+fo0aNkZGRgMBiUtHbt2jF16lQ+++wzozw7dOjAjBkzeOCBBzh16hQrV66kvr7eqmDNlTdnzhxCQ0OV1127do1XXnnFqjwdEae5PJs4OzvzyiuvsGjRIqvys6Z+rZ2npTqYExERgVar5ejRozZtJ+4ec+fO5cMPP2zVPCMjIyktLZXJ5C0stfXYsWPp0aMH6enptzGqu8Ovue5CCCHEvUL1zOSYMWPIzMykvLyc8ePHk5KSwjvvvANA//798ff357XXXmP69OkMHjyYXbt2AZCUlMTIkSNN5jlp0iQKCgr45JNPSEhIIDY2lo0bN1oMVK28Y8eO2TXgcEScank2iY2NpX379lbHaU39WjNPa+og7l9nzpy50yE0+7IjPz+f9PR00tLSCAgIYOvWraxbt44333wTV1dXKisruXr1Kh07djTKZ9u2bXzzzTcAODk5MWPGDCIiIvjpp59YtWoVDQ0NLYozKCiIlJQUAgICqKqq4ueff+bTTz+1entLba3X643a4dfk11x3IYQQ4l6hes2kv78/Fy9epKamhg0bNuDn56ekDRgwgNzcXCorK/nhhx/o37+/krZmzRpeeuklk3l269aNbdu2UV1dzZYtW+jbt69VgaqVZ++A0BFxquUJjWf8IiIibIrTUv1aO09LdRD3t/Xr19/pEEhPT+f5558HIC0tTfniY9myZQCEhYWh0WiUM/GLFy/mgw8+AOC5555j/vz5/PGPf8TX11fJc+jQobi4uLB48WK0Wi1RUVEtjnPatGnk5OTw0ksvkZmZSUBAgE3bW2rrNWvWtCS8e9qvue5CCCHEvUJ1Mrly5Url/zqdjsuXLyuPH3jgAQoKCgAoLCxsdkagqqrKZJ5OTk7KNXQ3btzA29vbqkDVynNycmLmzJm8+eabPPPMM7Rr186qPB0Rp1qeAOPHj+fvf/+72fT58+czf/78ZrGo1c8RearVQdyfXF1d8fb2ZtCgQXc6FACuX78OQE1NjfJc0//z8vLo1auX8rimpkZ5fV1dHQaDAYPBwL59+5Rt+/Xrx7Zt26ioqCAnJ8foC6kmpt4rary9vTl79iz19fUcO3aM/fv3W7WdtW1986UDvza/5roLIYQQ9wrVZa43Tx6joqLIyspSHuv1eq5evQo0Tjz0er1VBV66dIno6Ghyc3MZPXo0Tk5OVm2nVl54eDjr1q0jIyODKVOmMHHiRDIyMqzKt7XjVBMUFER5ebnRdae30mq1zc4aqtXPEXk6wuDBg4mLi8PT05OKigqKi4v5+OOPAXBxcSE5OZlevXqh0WjYunUr27dvJzo6mkGDBuHt7c2SJUt4+umn0Wq1vP322wAMGzaM6OhovLy8qKmpYefOnWzYsIHU1FS6devG+vXrSU5OpqysjIyMDIqKigB46623MBgMpKWlKcsk582bZ7EO5uKExv6ZmppKaGgoZ8+eZdWqVVRWVlqsg16vZ9q0aXTv3p3i4mK++OILiouLLcZibrs5c+bg7e3NJ598wowZM2jfvj05OTnKezckJISpU6fi6+tLSUkJRUVFBAUFsWTJEqZMmUJwcDB+fn7s2bNHKctSnvbWoSV27dpFYmKi2Wtz/f39mT17ttF+9fPz48KFCwAUFRXh7+/fbDtT7xU1hw8f5plnnmHjxo3s3buX7OxsAIt90FxbA3h4eJCamkpwcDB79+41SjPX1pb6mRpzfddSHeztg2r9Ra3uQgghhLj7WHU3186dO1NWVmY0cLt1cmXtzWnWrl3LtGnTGDZsGGvXrlXOLDQtXzNl3rx5quWtWLFCmWhmZWUxd+5cq/K0J86WGDBggMVlbe+9916z58zVz1F5OsKECRP4/PPPOXPmDJ6enoSFhSlpycnJeHh48O6773Ljxg2effZZtm/fzvHjxykrK+M3v/kNDz30EH/605/w9PRUtuvWrRufffYZly9fJjAwkLlz57Jhwwb27dtHZGQkbdq04fXXX2fo0KFMnjyZ5cuXA/Dqq68yatQoALKzszl9+rRVdTAXJzReY1tSUsKqVatISEggOTmZVatWWaxDcnIyBw4cYMWKFXTt2pUpU6YocVqKxdR2W7ZsYdasWfTs2ZPly5fj4+PD7NmzlYH89OnTWbt2LcePH6dXr15MmjSJxYsXA5CRkYFGo1GWizaxlKe9dWiJS5cu4erqanIVgrn3vaurK9XV1QDU1tbi5ubW7DWm3itqvvzyS4YMGcK4ceMYMWIEn376KSUlJRb7oLm2Bpg8eTK//PILK1asoF+/fkZp5traUj9TY67vWqqDvX1Qrb+o1V0IIYQQdx+Lk0lfX1+8vLyafXteXV2Nh4cHpaWluLu7U1lZaVWBeXl5vPbaawAEBwdTUVEBWJ7cqZXXNCkCKC8vVwaJ1pxtsjXOloiJiSEmJkZ5vGzZMrKzs9mwYYPqdubq56g8HSE3N5fY2Fi6du3KoUOHjPpT7969ef/99ykvLwfgjTfeABrPjDedHT948CAVFRVGca9cuZIBAwYQFxeHn58fzs6N3fnkyZMA7Ny5E4AdO3YwevRoZbuamhpcXFyAxgnG+fPnraqDuTih8S62S5cupbq6muzsbOWaU0t1CA8PJzIyUnncNNmxxNx2x44dAxongAAVFRVKXaHxrr9arRaDwUBtbS0ajcbop1tMLS20lKe9dWipAwcOmFwmOm/ePIKCgvjd735n9HxVVRVt2rRR9n9rLOXu1KkTO3fuZO/evUyfPp3p06eTnp5usQ+C+WWc3bt354033qCqqooffviBlJQUJc1cW1vqZ2rM9V1LdbC3D6r1F7W6CyGEEOLuozqZdHd3JyQkRFluFBQUpAy8i4qK6Ny5M6WlpXTq1ElZ+mSL4OBg5TpIS9TKmz9/vvINv4+PT6tM/OyNU83Nk9tly5ZZPdlVq58j8nSErKwsXF1d6du3L0lJSRQVFSl32dRqtUZnfnU6HXV1dUbbm4pv+vTpuLm5cejQIXJycliwYIHJsnU6XbPfuiwqKmLgwIE2nXFWi1Oj0SjLI80tkzRVB41Gw8svv2z1lzEt3W7Tpk1MnDiR1NRUrly5wpdffmnT9q0ZS0vt37/f7Bn18+fPK5OZJpcuXaJjx44UFBTg5+fHL7/80uIYIiMjKSwspK6ujszMTF599VWTrzPVB83RaDTN+v/NaZba2tb3sjV9F5rXwRF9V63uQgghhLj7qN6AJyIiQplIOjs7M2zYMCXtwIEDDB8+HL1ez/Dhwzl06JDRtk3XIwUHBzfLNy0tjbZt2xIVFdVsO3PUyrt69So+Pj64u7szfvx4jh8/blWejojTUp6AsjTP1E19TN0AxJr6tXaelupgq4SEBHQ6Hfv372fr1q0MGTJESSsoKOCRRx5Br9fj7e3NuHHjlDSdTmf092a9e/dm48aNHD16lDZt2tDQ0ECPHj2U9MjISNzc3IiPj2/2ZcCRI0eYMGECR44cMXp+4cKFZifkanGePHmSuLg4XF1diYuL49SpU1bVIS8vj8TERNzd3fHw8CAxMdGqWMxt5+rqCqCcCWoqs+nMc0JCApmZmSxatIglS5Y02+9Nr2/Kx5o81erQEqZiufm5+vp6o7PKt7bzrcu/9+3bR1xcHO3atWP06NEcOHCgWZm23oCnc+fODB48GBcXF/r168fFixeN0tX6oKn6QeMNxkaOHImLiwuDBw8GUPq1Wlur9TM1an1XrQ729kG1OqjVXQghhBB3H6fgLiGL6q7XmvzW/Pnnnyc+Pp74+HjGjBlDfX09u3fvBuDChQuEhITw2GOPUVhYyKZNm5TtkpKSmDFjBtB445727dsbXW8ZGhrKlClTOHjwoPJbkZaolVdaWkpqaioJCQmUlZXx1VdfWXUNpyPitJRnTEwMs2fPBmDEiBFcvHjR6GYlQ4cOxWAwKO1sTf1aO09LdVDj6+uLRqPh0qVLRs+PGzeO6OhoJk6cSHh4ONnZ2RQWFgJw9uxZBg4cqKRlZWVx7do1Hn/8cZ566img8TdPg4ODjSYAGo2GlJQUhgwZwpkzZ3B3d6dnz57s3r2b+Ph48vPzmTlzJgaDgdWrVxstp6uvr6dDhw4cPHjQKM4hQ4ag1WpN7m9zcULj7yAOHz6cpKQkGhoaWL16NdevX7dYh7y8PAYMGMCkSZPo06cPmzdvVpYnqsVibrt3330XaPzpjN27dzN37lzat2+v/E5q08/IBAYG0rdvXx566CF8fHwoKCjgySef5IknngAaf7c0ICCAw4cPW8xTrQ5NAgMDqa6upqyszHTHucWcOXN49NFHlVjCwsLYs2cPS5cuxdnZmaioKLZt28a1a9eIiopi48aN/P73v8fV1ZWBAwfy3XffNcvzwoULhIeHk5KSwsWLF8nKymq21NTUe0VNly5d6NevH+PGjcPX11f5XV5AtQ+aa2uAc+fOERsby/jx4zlx4gQhISG4ublx5MgRs21tqZ+pMdd3LdXB3j6o1l/U6i6EEEKIu49m2IgYQ1VFObW1tXc6FnEfiIiIYNasWcrjhQsXWr28r7W4uLjw9ttv8+KLL5q9fi8wMJDu3buTk5NzW2O7015//XUyMzOV69rCwsJITU11yO+K6vV6li5dqjxOT08nPz+/1cu5G1nTB+9290MdhBBCCOFY5/T8uQAAIABJREFUMpkU950XXniBjh07UlNTQ1pamsn0qqoqPvroI6vvQny/GDhwIDExMfj4+NDQ0EBJSQmbN2+2aRm3sMxSH7wX3A91EEIIIYRjyWRSCCGEEEIIIYTNVG/AI4QQQgghhBBCmCKTSSGEEEIIIYQQNpPJpBBCCCGEEEIIm8lkUgghhBBCCCGEzZzvdABCCHEv+vjadcJvGCy/UAghhBDiDjrsrGWOu84hecuZSSGEsINMJIUQQghxL+hX3+CwvOXMpBBCtEC0Z5s7HYIQQgghhEnflzv25x/lzKQQQgghhBBCCJvJZFIIIYQQQgghhM1kMimEEEIIIYQQwmYymRRCCCGEEEIIYTOZTAohhBBCCCGEsJlMJkWrioiIYNmyZco/JyenOx2SuEP0er1RXwgNDb3TIQkH0Wg0xMXFObSMuLg4NBqNQ8v4NdMH9if0sc9tThO3z/2+H+73+t3PbscxQJh2NxwbVX8axN/fn5SUFIKCgigpKWH16tWcO3dOSX/sscfo378/R48eJSMjA4Ph37+71q5dO6ZOncpnn31mlGeHDh2YMWMGDzzwAKdOnWLlypXU19dbFay58ubMmWM0UL127RqvvPKKVXk6Ik5zeTZxdnbmlVdeYdGiRVblZ039WjtPS3VQ8+c//5mjR4/avJ24O8ydO5cPP/ywxflUVVUxb948ACIjI1ucn1A3aNAgQkJC6N69O4sXL7Yrj7Fjx9KjRw/S09Nt2i4+Pp7jx48rj1ty7DCXdvr0aeLj49mwYYNddQPQ6XTExcWRlZVldx728h/+LG2DBnDmiydve9nW8O7/KFcLcm1Ou11CH/uc/C+fuqMx3GnW7Ie7rZ95RkzAPfBB2nZ+mFOfTlB97Z3qZ3dTmzkqFrX9MG7cODZv3kxdXZ3d+d96DGgJf39/ZsyYga+vL7t37+Z///d/WyXf+1VrHBtbSnUyOWbMGDIzMykvL2f8+PGkpKTwzjvvANC/f3/8/f157bXXmD59OoMHD2bXrl0AJCUlMXLkSJN5Tpo0iYKCAj755BMSEhKIjY1l48aNFgNVK+/YsWM2D34cFadank1iY2Np37691XFaU7/WzNOaOoj715kzZ+5o+cuWLQOgvr6ekpIStm3bxp49ewCYP38+nTt3Nnr99u3bWbt2rbJd07aXL19m3bp1HDt2TNnu3LlzfPDBB6SlpREQEEBRURFvvfUW3bt3Jzk5GW9vb0pLSzl+/Dhr165tUT169+7N+PHj8fHx4cqVKxw5coT169e3KE9Lrl+/jre3t93b6/V6m88ge3t7ExQUZHQgs/fYoZZ29uxZ4uLi8Pb2pqSkxOa6abVaEhMT2bRpk/Kcuf2u1s+Sk5OJjo5ulv/u3bv58ssvzZav0enRd+xlc9y3g5Peh3ZdBnFh6xs2pd1OlecP3NHy7zRr98Pd2M8MN2pp49lR9TV3sp/dTW3myFjM7Yfvv/+exMRE1qxZQ0OD7T9sb+oY0BJTp05lz5497Nu3jwULFtxTk8mmscXWrVtZt24db775Jq6urlRWVvLyyy87pMyWHhtbg+oyV39/fy5evEhNTQ0bNmzAz89PSRswYAC5ublUVlbyww8/0L9/fyVtzZo1vPTSSybz7NatG9u2baO6upotW7bQt29fqwJVK8+ezu+oONXyhMYzfhERETbFaal+rZ2npTqI+5ujJzyWpKWlAfDqq6/y5ZdfEhsbq7zf/+d//geA559/nnnz5rF8+XJ8fX2NtktLS+OVV17hwIEDpKSkAPDRRx8Z/W2aeH744Yd4e3uTmprKpk2b+P3vf8+OHTvo1KlTi+oQGBjI1KlT+frrr/mv//ovvv/+e7p06dKiPC3Zs2cPX3/9dYvyWLNmjc3bDBs2rNlKBHuPHWppAD/99BNDhw61OUaNRsOECRP47rvvuHbtGoDqflfrZx06dOC9995j4cKFACxYsIAlS5bg5uamGkPxtresijUg5jm70lrCu18KV/O+50ZNuU1pt9PF3OVm0xzVLndLeWD9frC2n90u5ce+oWj72xZfZ65+t6Ot76Y2a43PCVPU9sO1a9f47rvvmDBhgl3LJU0dA1qiU6dO7N69m5qaGpYuXdpq+d4OTWOLsLAwNBqNslrQ3tVC1rL32NhaVCeTK1euVP6v0+m4fPmy8viBBx6goKAAgMLCQjp2NP62o6qqymSeTk5O3LhxA4AbN25Y/S26WnlOTk7MnDmTN998k2eeeYZ27dpZlacj4lTLE2D8+PH8/e9/N5s+f/585s+f3ywWtfo5Ik+1Ooj7k6urK97e3gwaNOiOxlFTUwNAZWUlBQUFrFmzhuHDhwONZ95u/tuzZ0/27dtntF1NTQ01NTXk5uYqA/yb0279Gxsby44dOzh06BA1NTXs3LmTn3/+uVlcpt5H5sTGxvLdd99x+vRpampq2LFjh8k87zY3Lze1Vs+ePZudzbb32GHpuJKXl0d4eLjNMY4fP55du3ZRWlqqPKe239X62eHDh/n555+V40NDQwOXL19m//79Nsd1K1e/CDr0MH3dkVqaJV2nraTr4ytMpmm0znToncgvh1bblHa7aHXuOHsE4RlheolkS9rFHre7PLg79oMjmavfnWjre4GpdjFoNLh06GJ3nqWlpezatYvx48fbvK2pY0BLtGnTpkVLblubLcf+prFFXl4evXr1ajbmcBR7j42tRXWZ680DgKioKKPrTPR6PVevXgUaJx56vd6qAi9dukR0dDS5ubmMHj3a6hu0qJUXHh7OunXryMjIYMqUKUycOJGMjAyr8m3tONUEBQVRXl5udO3QrbRabbOzhmr1c0SejjB48GDi4uLw9PSkoqKC4uJiPv74YwBcXFxITk6mV69eaDQatm7dyvbt24mOjmbQoEF4e3uzZMkSnn76abRaLW+/3fjt2rBhw4iOjsbLy0sZDG7YsIHU1FS6devG+vXrSU5OpqysjIyMDIqKigB46623MBgMpKWlKUsQmq7tU2MuTmjsn6mpqYSGhnL27FlWrVpFZWWlxTro9XqmTZtG9+7dKS4u5osvvqC4uNhiLOa2mzNnDt7e3nzyySfMmDGD9u3bk5OTo7x3Q0JCmDp1Kr6+vpSUlFBUVERQUBBLlixhypQpBAcH4+fnpywrBSzmaW8drJWfn8+MGTOaPd+xY0diY2NN7jtnZ2dGjRrFd999ZzH/plUIN7v1MZh+H5nTpUsXvv32W5N52tuvly1bRl1dHdu2bWPs2LH87W9/Y9SoUXh7e1vsv2r7yMPDg9TUVIKDg9m7d69V9buZl5cXV65cMXrO3mOHpePKlStX8PLysim+sWPHcuTIES5evGj0vLX7/dZ+duCA6eWWP/74o1XxuHV8kE5jf49zWz9KfvyaizkfABA8/i08e4wCoM+Cxonrj+8/rJoWFP8a7p0GULRjOQ+Mfo66q8UUbniV67+cNi5U5WyDR4+x1JUXUXPpmMW0Pgv20VB/ncv7/4L/4Kf45+a38Bn4hLJ0zp60pjqaEzj6BfQBvWjjFcyPx74xSlNrM61OT8CIhXh2G45Bo+WXvSv45UDjMc6r71R8HnoMnWdHGq5XUnLkf7n0w/8PQIdeSfgO/k90bX2oryyhtqSAs/87x2J5aszFEvroZ+g8Aji3dgGdxi1B19aXXw5lcmmn8VlYU/tIrX5gvp+Zq7taLJbi1Lp60GnsH3DvNIDa0gL+mf0aNSXWTy5M1U9136qUp7Zv7W0zc+V59Xscrz6JuHg+wKnPJ9M5aRkaJyfy/u/jFuus1s/UYjHXLgFD/z/8Bv4HJT+uo41HAHWVJbTxCubMX//D6v1w8eJFjhw5wtixY8nOzrZ6u1uPAfaOe2bPnk2PHj2Af5/hu/nYZm47e8uztF0TW479TXbt2kViYmKzM7bmxootHWfZc2xsTaqTySadO3emrKzMqFFunVxZe3OatWvXMm3aNIYNG8batWuV2frN1zvdat68earlrVixQhmAZGVlMXfuXKvytCfOlhgwYIDFJYTvvfdes+fM1c9ReTrChAkT+Pzzzzlz5gyenp6EhYUpacnJyXh4ePDuu+9y48YNnn32WbZv387x48cpKyvjN7/5DQ899BB/+tOf8PT0VLbr1q0bn332GZcvXyYwMJC5c+eyYcMG9u3bR2RkJG3atOH1119n6NChTJ48meXLGw98r776KqNGNX4YZ2dnc/r0LQMvM8zFCY3X2JaUlLBq1SoSEhJITk5m1apVFuuQnJzMgQMHWLFiBV27dmXKlClKnJZiMbXdli1bmDVrFj179mT58uX4+Pgwe/Zs5QNp+vTprF27luPHj9OrVy8mTZqkLL/IyMhAo9HwwQcfGJVlKU9762Ct2tpanJ2NP6rU3ttNaYcOHeKvf/2rxfzbt29PWVmZ0XMVFRXNXmfqfWSOp6dnswlWU5729usvvvgCf39/Nm/ezIMPPsiBAweora1tVo4pavto8uTJ/PLLL6xYsYJ+/fpZXUdr2HrssPe4Yg9r9rtaP7OX3r8X+X+bjYtXZ0ImfaAMEgu/fQG+bRwg3jpBMZdWdnwDHSIScNa5c/LTJLwenMoDo56jIHOW0fZn/vKE2Xi8H5xCyeG/WZV2PnsxLt6hXN7zZzy7xXDlxAZu1FVRd+0SbTwD7Uqz5PzG32PQaOg7v/kXHWptFjBiIbp2PpzOmIGhoY7QlE+UiYN7p0jOrnueurJzuPp0J/Txz5QJR8DIORR+k8a1fx5Ep/fBvfMgq8pTYy6WS3tXEDLpPdp1GUJB5ixc2neiy+TlzSaTpvaRWv3AfD8zV3e1WCzFGTjyOcpObKRw/QvogwbQcdTzFPztaavbx1T91NparTzVfWtnm5krr+LcLuoqLtJl4lt4dh/DuTUL0Llbt4pNrZ+pxWKuXS798Ef8Bv4HV376htCpH3Em8//Q7fE/WxVLa7N33HPzZSimxujmtrO3PEvbNbHl2N/k0qVLuLq6Nlv1Z26seKfHWS1lcTLp6+uLl5eX0ZkKgOrqajw8PCgtLcXd3Z3KykqrCszLy+O1114DIDg4WDl4W5rcqZXXNCkCKC8vV5a2WXO2ydY4WyImJoaYmBjl8bJly8jOzrZ40bK5+jkqT0fIzc0lNjaWrl27cujQIaP+1Lt3b95//33KyxuvlXjjjcYL8C9fvqyc4Th48CAVFRVGca9cuZIBAwYQFxeHn5+fMuE4efIkADt37gRgx44djB49WtmupqYGFxcXoHFp5/nz562qg7k4ofEnUZYuXUp1dTXZ2dnKNaeW6hAeHm50p9Pq6mqrYjG33bFjjd/sbtmyBWgcHDfVFRrP2Gm1WgwGA7W1tWg0GmW5Hphe5mgpT3vrYC03N7dmX+bMmzeP4OBgFixY0Oz18+bNw9XVlZiYGKZPn86KFStU86+qqsLT01O5cP29997DycmJK1euWH135FvV1dXh7u5utK+b2NuvDx48yOzZs9FqtbRv356hQ4cSFBRktKTUHLV91L17d9544w2qqqr44YcflOtMrVVWVoanp6fR2Uiw79hh6bji6enZbAJoSXZ2NomJiVy/ft3o7KQ1+12tn9mr5HDjFxz1lZfQOrdpUV6V5xpvTlT641eNfw99id/D5ieOt3L1i0DnEcDVU5usSis/uZkuk/8HjdYZnYcfXv2m4OYXzs/fplFT7GZXmjU0diy/9ugWzZm/PEH9tcZ9fnrFZCXtfNaLtOsxFv+Hn8TFuwtap38PhUoOf43vw0/gHvQQV05tovynlt2ISy2WawXfA3B5b+Nd0+urSnDSGfcJc/tIrX6N9TDdz8zVXS0WS3G2CxlCh4h45fGN2mvWNo1qHzRHrTy1fWtvm5krr67sLHVlZwEoP5VNfVUJ9ZWWvyBpLEu9n9n6OWFoaPzirerCYTROzlQXHbEqjpv5+/vz4IMP2nzfhFuPAbd73GNveZa2a6kDBw40u2zI3FixpeMse46NrUl1Munu7k5ISIiy9CkoKEgZeBcVFdG5c2dKS0vp1KmTsoTQFsHBwcr1MZaolTd//nzlbIqPj0+rTPzsjVPNzZNbc9+8mKJWP0fk6QhZWVm4urrSt29fkpKSKCoq4ptvGpcsabVao8mCTqdrtl7eVHzTp0/Hzc2NQ4cOkZOTY3bAp9PpjCZM0NifBg4caNMZZ7U4NRqNsgzC3HIIU3XQaDS8/PLLVn8Z09LtNm3axMSJE0lNTeXKlSuqd590dCzWCg0N5cKFC82eLywsZMuWLQwZMoQffvjBKK2mpobt27fzhz/8wej5pmuhbz7TefbsWfr27aucZf6v//ovli5dqtx91B7FxcWEhYUZXUfXv39/Dh06ZPQ6W/p1XV0ddXV1JCYm8vPPPxMfH6/c6dQStX2k0WhadH3KqVOnCA0NNZpM2nvssHRc6dq1K6dOnbI5xvXr1zNx4kS+//575bpJa/e7Wj+722idXTHcsP5srs9Dj1F2dJ0yELWU1lBfTUNdFf7Dn6W6+Dj+UTMp/fGbFqU5isbJiRt1/+7vWmc3GuobB2APjF2Ek6sHZSeyuX7oS7pPX6G87tLO5Wh17nh2H0Vg9DyqS/K5+H3LzlCrxWKJuX1kb55qdbebRsOxj8Zwo9r2waxaH7SnPLX62b0frKhffZVtd9F0RD9rCS8vL6Kiouy6i7mpY0CT2z3usbc8R4yB9+/f32zVnzVjRVMs1cHeY2NrUb0BT0REhDIYcHZ2ZtiwYUragQMHGD58OHq9nuHDhzcbJPn7+wONE7FbpaWl0bZtW6KiopptZ45aeVevXsXHxwd3d3fGjx9v02/dtHaclvIElNPepm7qY+pCX2vq19p5WqqDrRISEtDpdOzfv5+tW7cyZMgQJa2goIBHHnkEvV6Pt7c348aNU9J0Op3R35v17t2bjRs3cvToUdq0aUNDQ4Oy3h4af9vQzc2N+Pj4Zl8GHDlyhAkTJnDkiPG3dwsXLjQ7IVeL8+TJk8TFxeHq6kpcXJzRm1qtDnl5eSQmJuLu7o6HhweJiYlWxWJuO1dXVwDlG62mMpvOPCckJJCZmcmiRYtYsmRJs/3e9PqmfKzJU60O9mgqT6/X06NHD5KSkvj++++NynZ2dkaj0XDq1Cllnzdt5+zsrHxe3fxNXXl5Of3798fFxYX4+Hh++eUXAL777jtGjhxJt27dcHJyUt5Dt35o23IR/p49exg3bhwhISG4uroSGRlpdEdTe/v18ePHiYqKYvXq1dTU1DS7HqOpDW7ef6C+jwoLCxk5ciQuLi4MHjwYwOh9ZMnOnTub3e3a3mOHpeNKnz59lBUHtjAYDHzzzTeMHDmStm3bAur7Xa2fNWl6zc3fHqvRujSWq9U1XgeqdXb71/PGy6Aa6q/j4t2VDr2Tm+VhLs2z5zi0Lm3xjZpF1YV/NNvO1A14nNw64NF1OCWHM5u9Xi2tomAXXn2SOL95KTeuV3L1TE6L07pO/7+EmrlBENzcVu4m0021S9U//4H/sGfQunqg8wjCd+j/UdI8uo3g4g9/4tqZ73FyccfQ0EDbzlEA+A35LRqdG1dOZHFp3//Fu2+SVeWp1cFcLFqd+7/+mu4TavvBbJ4W+pm5uqvFYinOyp8P4j/sWZxcPXF298N/+L+v/TOq5y37T61+TUy1tVp5avvW3jZTK095rXPz1V1qfcJcP7P3c0Lj5PKvv64m/zbmaXo/tG3blpEjR/LNN9/YdRM2U8cAe8c9d9N2TWw59t88hqqvr2+28s3cWLGl4yx7j42txSm4S8iiuuu1zc7cQONt0ePj44mPj2fMmDHU19eze/duAC5cuEBISAiPPfYYhYWFRr/dlZSUpNwwIyoqivbt2xsNekJDQ5kyZQoHDx60+pt1tfJKS0tJTU0lISGBsrIyvvrqK6uutXFEnJbyjImJYfbs2QCMGDGCixcvGl1EO3ToUAwGg9LO1tSvtfO0VAc1vr6+aDQaLl0yXuoxbtw4oqOjmThxIuHh4WRnZ1NYWAg0niEYOHCgkpaVlcW1a9d4/PHHeeqpxh+pHjNmDMHBwUY3v9BoNKSkpDBkyBDOnDmDu7s7PXv2ZPfu3cTHx5Ofn8/MmTMxGAysXr3aaFlAfX09HTp04ODBg0ZxDhkyBK1Wa3J/m4sTGm8SM3z4cJKSkmhoaGD16tVcv37dYh3y8vIYMGAAkyZNok+fPmzevFlZZqEWi7nt3n33XaDxttS7d+9m7ty5tG/fXvmd1KafkQkMDKRv37489NBD+Pj4UFBQwJNPPskTTzQukYuNjSUgIIDDhw9bzFOtDk0CAwOprq62ahlGU3kjR46kU6dObN68mcOHDwPw3HPP0a5dO8aMGUN8fDwPP/wwJ06c4MSJE8p2Y8aMISYmBr1er/zWITRew5CQkMAjjzyCm5sbq1ev5sqVK1y5coWqqiomTJjAhAkTlDOKJ06cMIrr1vfRU7WNn5mfuzZf4HH+/Hl0Oh0TJ04kNjaWuro65UDdkn5dUVFBu3bt2L17Nx07duT7779XDv5z5sxh6tSpyv4LCwtTlpiq7aNz584RGxvL+PHjOXHiBCEhIbi5uTX7osWcyspKgoKCqKmpUdra3mOHWlrnzp1xd3dv9p61lsFgIC8vj1GjRnH69GnV/a7Wz5q88847aLVaRo0aZRSnOb3nNh7o2wYPpOzoGkIf/TO6dn74DfwPLu36RHmdziOIwJELqDx/iOpi489dU2n+UbOovPAPuiS9jwYN/9z8Og21xt+ye/VtHHCW/fjvn37xGZBKQ20VV46taxarWlpdVRk6vRdXflqDq1c3Sg9/Cf/qg/amefWdhEajoezH5r8nFzz+LTqNb7zkxG/gk7h6daP89BaL7VL1zyN06JVIxxHz8AgZQvEPf+RG1b/u5qtxJiguDa8HJ1N5/hBOru1p22UwZUfX4D9kNj79p9Ixei5tQ4Zw6YdPqb5oeT+o1cFcLL3nNZ7pNtcn1PaD2Twt9TMzdX9g9PNmt/Mb9KRqntfOH6RD+Fg6jlyIR7eRXNr9KfWVjWepQh79lKDYF5T95x48mCs/fWOxn6m1tVp5avvW3jYzV17gmFfpnNh4uYvfoKdw8+9N+Yl//x65Wp8w18/s/ZzoGPM79AERtPEOxdW7i/JX6+rBtYKdqvshNjaWDRs2mJwHWOPWY4C9456YmBieffZZZbs+ffoYrQYxt5295VnarompMbQ5S5cuxdnZmaioKLZt28a1a9eIiopSfqfe3FixJeMsa46NauOV1qAZNiLGUFVRTm1trUMKEL8uERERzJr175s/LFy40O4PKHu5uLjw9ttv8+KLL5pdix8YGEj37t3JyckxmX6/ev3118nMzFTW54eFhZGamuqQ3xXV6/VGvxGVnp5Ofn5+q5dzp3xf3viZGe3Zsuve7gcajYYxY8bYdAdAW40dO5ZNmzbZ9c35/Uqr09Pr2Rx+Wj6Khuu2LdMKfXwFxTkfUnWh+aobtTRx+9zv++F+r9+vye04BgjTrDk2Onq8IpNJcd954YUX6NixIzU1NcoP2d+aXlVVxUcffeTQu0XejQYOHEhMTAw+Pj40NDRQUlLC5s2bbVrGLRrJZFLcad2fWI2rTyg3rldybPnIOx2OEEKIu5BMJoUQ4i4kk0lhi6bfhBNCiLuFLT9xI+5djh6vOGbxrBBCCCEUMmgTQghxP5LJpBBCtEDTN35CCCGEEL82qj8NIoQQwrTDzvLxKYQQQoi7nyPHLHJmUggh7DDH3fzvUgkhhBBC/BrIV+tCCCGEEEIIIWwmk0khhBBCCCGEEDaTyaQQQgghhBBCCJvJZFIIIYQQQgghhM1kMimEEEIIIYQQwmYymRRCCCGEEEIIYTOZTAohhBBCCCGEsJlMJoUQQgghhBBC2MzZ0gsiIiKYNWuW8njhwoXcuHHD7Ov1ej1Lly5VHqenp5Ofn9/CMIUQQgghhBBC3E00w0bEGKoqyqmtrTX5goiICLRaLUePHrU588jISEpLS++KyeTcuXP58MMPjZ4bNGgQISEhdO/encWLF1uVz4QJE+jcuTP//d//bTLdnjx/zSy1583mz5/PBx98cBuiEkIIIYQQQlhi8czk7ebh4cGrr77KokWLqKioaLV8z5w5Y/L569ev4+3tbXU+Li4udO3aVfU1tuZpSVBQECkpKQQEBFBVVcXPP//Mp59+2mr530nWtGeTvLw8B0cjhBBCCCGEsNZdd81k37592b9/P3369GnVfNevX9/suT179vD111/blM9XX32lmm5PnpZMmzaNnJwcXnrpJTIzMwkICGjV/O8kS+15s3Xr1rVq2cnJya2anxBCCCGEEL8md91k0sPDg9zcXMLDw1slP1dXV7y9vRk0aFCr5HcneHt7c/bsWerr6zl27Bj79++/0yHdVjqdDi8vr1bdh506daJ///52bTt//nzmz5/farEIIYQQQghxL7J7mevgwYOJi4vD09OTiooKiouL+fjjj1sUjJOTE3V1dfz888/4+vri5OSk3Oxn2bJlAPz1r39l6tSp6HQ65s2bB8CwYcOIjo7Gy8uLmpoadu7cyYYNGwCYMmUKwcHB+Pn5sWfPHqtjUcsToGfPnjz++OPU1dXxxRdfmF1GezO9Xs+0adPo3r07xcXFfPHFFxQXF1vc7vDhwzzzzDNs3LiRvXv3kp2draS5uLiQnJxMr1690Gg0bN26le3btxMdHc2gQYPw9vZmyZIlPP3002i1Wt5++23V+qWmptKtWzfWr19PcnIyZWVlZGRkUFRUBMBbb72FwWAgLS2NN998E1dXV2U/WKp7amoqoaGhnD17llWrVlFZWWlVe06aNImwsDB8fHyM9qFae5prF4Ann3ySfv36Af/uV011sKZfa7VaGhoaLNZZCCGEEEKI+5lTcJeQRXXXa83eodXX1xeNRsOlS5eMnv/tb39LRkYGmZmZHDlyhLq6Ov75z38avSYwMJDq6mrKysqGVZhCAAAgAElEQVSsCiY8PJzLly9TVlZGcHAwtbW1lJSUAHDkyBE6derE3//+dxoaGti4cSNXrlwBYNSoUfztb39j7dq1nDp1iscff5xNmzYB8I9//IPc3Fzi4+PZuHGjyXJNpanlGR8fT3FxMX/9618xGAxER0eze/dui3k++uijHDlyhC+++IKSkhISExPZu3evxXb56aefqKurIz4+nocffpgTJ05QXV0NwNSpU/Hw8OCTTz5hx44dTJ48mdzcXKqqqiguLmbgwIGUl5fz7bffcvr0aa5evapav9raWoYPH87JkyfJzMzExcWF4cOHK3Hm5uai1Wo5ffo0N27cYP369UqealJSUqioqODPf/4zgYGBPPjgg/zjH/+wqj1/+uknduzY0axN1drTXLtA4+R848aNxMfHM2/ePKM8renXu3btara/hRBCCCGE+LWx+8xkbm4usbGxdO3alUOHDtl01s+cXr16MXToUOVxTU0NJ0+eBKCoqAiNRoOnpydubm4UFBQor1u5ciUDBgwgLi4OPz8/nJ2Nq2UwGGyOxVKe27Zto6GhgV27dhEfH29VnuHh4URGRiqPmyaElnTq1ImdO3eyd+9epk+fzvTp00lPTwegd+/evP/++5SXlwPwxhtvAHD58mUuX74MwMGDB6moqDCa9JmrX1N779y5E4AdO3YwevRoZbuamhpcXFyAxiXE58+ft6oOERERLF26lOrqarKzs3nppZeM0i21p6l9qNae5trFEkf0ayGEEEIIIe5Hdk8ms7KycHV1pW/fviQlJVFUVMQ333zTomA0Go2y3DA4OJjp06cbpR87doxJkyYZTSQBpk+fjpubG4cOHSInJ4cFCxa0KA5r8mxa5qjRaFR/d/NmGo2Gl19+2Wh5pzUiIyMpLCykrq6OzMxMXn31VSVNq9VSU1OjPNbpdNTV1Rltb+quuNa2mU6na1a/oqIiBg4caFSuJRqNRmkzU0tEW7s9rWkXUxzRr4UQQgghhLgf2X0DnoSEBHQ6Hfv372fr1q0MGTKkRYF07tyZ0tJS5XFhYSEGg4EuXboozx05coQ+ffpw8OBBo2179+7Nxo0bOXr0KG3atKGhoYEePXoo6TqdDmg8k3arpuduTVPLs66ujr59+6LT6RgxYgRnz561Ks+8vDwSExNxd3fHw8ODxMREa5qGzp07M3jwYFxcXOjXrx8XL15U0goKCnjkkUfQ6/V4e3szbty4ZvVu+mtt/aBxAuvm5kZ8fHyzyfuRI0eYMGECR44csSp+aDzjGRcXh6urK3FxcZw6dUpJs9Se5qi1p1q73FxuQECAUd+1pl/LDXiEEEIIIYRowTWT48aNIzo6mokTJxIeHk52djaFhYVGr7Hlmsk//OEPhIWFsXPnTq5fv86IESN4+OGHGTx4sHJN27Vr1/Dy8mo2mdRoNKSkpDBkyBDOnDmDu7s7PXv2ZPfu3Tz55JM88cQTAMTGxhIQEMDhw4cBmDNnDlOnTlXSwsLClGWNanm2a9cOrVbLrFmzaNOmDatXr1aWWKrlmZeXx4ABA5g0aRJ9+vRh8+bNVl1v2KVLF/r168e4cePw9fUlMzNTWb559uxZBg4cqOyHrKwsrl27xuOPP85TTz0FwJgxYwgODubAgQNWtVl8fDz5+fnMnDkTg8FgVD+A+vp6OnTo0Gw/qMnPz2f48OEkJSXR0NDA6tWruX79OoBqezbRarWMHj1auW7VUnuaa5ebeXt7M2nSJM6cOcO5c+cA6/r10KFDMRgMct2kEEIIIYT4VdMMGxFjqKoop7a21uQLIiIimDVrlvJ44cKFqssQ9Xo9S5cuVR6np6eTn5/fehELh3JxceHtt9/mxRdfNHtNZ2BgIN27dycnJ8fh8QwfPpx9+/bRr18/oqKi+OCDDxxephBCCCGEEMIyi5NJ8evywgsv0LFjR2pqakhLSzOZXlVVxUcffUR9fb3D45k9ezahoaHK3V6bfqJECCGEEEIIcWfJZFIIIYQQQgghhM3svgGPEEIIIYQQQohfL5lMCiGEEEIIIYSwmUwmhRBCCCGEEELYTCaTQgghhBBCCCFsJpNJIYQQQgghhBA2k8mkEEIIIYQQQgibyWRSCCGEEEIIIYTNZDIphBBCCCGEEMJmMpkUQgghhBBCCGEzmUwKIYQQQgghhLCZTCaFEEIIIYQQQthMJpNCCCGEEEIIIWzmbOkFERERzJo1S3m8cOFCbty4Yfb1er2epUuXKo/T09PJz89vYZhC3P80Gg2xsbFs3rz5TocihBC3TVxcHFu2bMFgMNzpUIQQQthIM2xEjKGqopza2lqTL4iIiECr1XL06FGbM4+MjKS0tFQmk+KuNXbsWHr06EF6errF1w4aNIiQkBC6d+/O4sWLWz2WhIQEjh8/ztmzZ1s979Yyd+5cPvzwwzsdhhB3LUd/TtyPunTpQnh4OBs2bLjToQghhLCRxTOTQtzP9Ho9oaGhVr/++vXreHt7t3oc3t7eBAUF3fWDqTNnztzpEO4JaWlp/4+9O4+L8jwX//+ZgcFhEZQdIqi440rcN2IMCGJZxCVqTKrt0TT9tYbEEzWxrfnm1C1NE2vt6cluGhOVLFVjUNwX3BIVicYVBNEE0AAqu4Pw+4PyxAnMM4tskuv9euU1mbmf576ve3GYa55l8PX1BcBgMJCXl8fnn38uX6w9QDp06MDUqVPx9fWltLSUq1ev8u6771q0b2O9T7RWWVlZhIeH4+HhQX5+fnOHI4QQwgpyzaT4Wdu0aZPF2x47dozPP/+8UeIYNWqUTUf/bRUfH2/Tflu3bm3gSFqnVatWAbBgwQL++Mc/8u233/L44483c1TqbF0TrdWMGTPYv38/L730EomJicqXA+Y05vvEgzJHtsT57bffMnLkyEaIRgghRGOSZFI8kDQaDd7e3vddT0u5Rqdnz55NdtQvICCAkJAQq/bR6/V4eHgwdOjQRoqqdSkvLwdqjlCVl5ezd+9e2rVr18xRmWbLmmjtPDw8yMrKorKykrNnz3L8+PFmjedBmSNb40xPT6dXr16NEJEQQojGZPNprsOGDSM8PBw3NzeKiorIzc3lzTffbMjYGiQWBwcH4uPj6d27NxqNht27d7N3715CQ0MZOnQoHh4eLF26lKeffhqtVsurr74K1BwpCg0Nxd3dnfLycg4dOsS2bduYOXMmXbt2ZevWrcTHx1NYWMi6devIyckBYOXKlVRXV7No0SJWrFiBXq8nISGhWcZFzYM+ZhMmTCAsLIyjR4/i7u7O7du38fb25vXXXwdqTl+dOXMmQUFBZGVl8eGHH1JSUgKAq6srM2fOJDAwkK+++kqps/bUxNq2f/pcjZOTEzNmzKBbt27k5uayfv16cnNzLZ4Pd3d3bt68afSaqXlQ69+8efPw8PDg7bff5sknn6Rdu3bs37+fpKQkAGbNmsWAAQOAH4+e1fbP1PwBTJ48mcDAQLy9vTl27JgSo7n2bH2feNDX5730ej2PPvoo2dnZymtq66Vt27bMnDmTTp06kZSUhKenJ5999pnZ9alWp9p4qq0JW7WG+Tt16hS/+93v2L59O1999RXJyckWzZ8atf3U/r2rzZGp9wJz42krtT6oxanWP4CbN2/i7u5+X7EJIYRoenaBnTq/bLhTYfIOrV5eXmg0Gq5fv270+m9/+1vWrVtHYmIiaWlpGAwGvvvuO6Nt/P39KSsro7CwsNE6YC6WKVOm4Orqyttvv83BgweZNGkSKSkplJaWkpuby5AhQ7h16xZffvklly5d4vbt2wCMHTuWTz75hM2bN3Px4kWmT5/Ojh07qKioYPTo0Vy4cIHExEQcHBwYPXq0kpSkpKSg1Wq5dOkSd+/eZevWrUqdLcmDPmYZGRlERETw2WefERkZyWeffUZERATbt28HYOrUqRQVFfHOO+/g7+9P//79+eabb4Ca09du3brF22+/jYuLC71792b79u2cOHGCsLAwpY7jx48bPa8VGRlZ57XHH3+ctLQ01q9fT35+PtHR0UaJqjnh4eHs3bvX6N+hqXlQ619RUREjR46koKCAf//735w9e5YpU6Yod4g9deoU27dvJzIykoSEBKN+mJo/gG+++YaUlJQ6fTfXniXvE/V50Ncn1KyTyMhIwsLCqKioIDExkbKyMkB9vcyYMYPbt2/z1ltv0a5dOyIjI9m5c6fZ9alWp9p4qq0JW7WG+fv2228xGAxERkYyePBgzp8/b9H81bL2fULt37vaHJl6LzA3nrZS64NanGr9A7Czs2Ps2LHs2rXrvuITQgjRtGw+MpmSkkJYWBhdunQhNTXV6GhFU1OLpU+fPrz++uvcunULgOXLlwNw48YNbty4AcDJkycpKioy+iP7wQcfMHDgQMLDw/H29sbevmaoLly4AMChQ4cAOHjwII899piyX3l5OQ4ODkDNEYlr1641Vrfvy4M+ZrVJV2ZmJnZ2dmRmZhqVBwcHs2zZMsrKykhOTuall15Syrp168by5cspLS3l8OHDTJ06FUD5oHhvXJbq1asXgwYNUp7/tC5zCgsLcXNzU8YXTM+DWv/Onj0LoHwgKyoqUsbWHFPzV6u+U4LNtWfr+8SDvj5rJSQkMH78eNq0aUNBQYHyutp66d69O8uXL6esrIzjx48zc+bMOtvUxnUvtTqb+v26NcxfQEAAhw4d4quvvuKJJ57giSeeUO76bOu/d7X91P69qzH1XmBuPG1la9/N9c/Nza3Rv3gWQgjR8GxOJpOSktDr9fTr14+4uDhycnLYsmVLQ8bWILFotVqjD106nQ6DwWC0f1FRUZ06n3jiCRwdHUlNTWX//v08//zz9bat0+nqHNXNyclhyJAhViUjTa21j5lGo6GqqgpAeby37Kf9aYj2Fi9erJxKa62LFy8SFBRklEyqzYNa/2xl6fxZw9b3ida0Pnft2sXixYs5f/4858+fB9TXi1artWl9qtXZ1O/XrWH+Bg0aRHZ2NgaDgcTERJYsWaKU2frv3dy8mxsXU3Waey+obzxtZWvfzfWvS5cuXLx4scHiFEII0TRsvgHP+PHj0el0HD9+nN27dzNixIiGjKvBYsnMzOQXv/gFTk5OeHh4EBUVpZTpdDqjx3v16dOH7du3c+bMGdq0aUNVVRU9evRQygcNGoSjoyORkZF1joqlpaURExNDWlpaQ3e1wTzoY1Z7VMLU44ULFwgPD0ev1xMeHm70ISU7O5sxY8bg4ODAsGHDAJQ4Kyoq6NGjBzqdjsGDBxuVQc2RjXsfa6WnpxMdHY2zszOurq5ER0db1I9ahw4dol+/fkavqc2Dqf7VxlV7JKZ2nhwdHY3qNhgM+Pr6Gs27ufmrrevevptrz9b3iQdlfc6fP7/e6+/ujcNgMLBjxw6mT5+Om5sboL5esrOzGTVqFHq9vs6NTNTWp1qdlsxDfWti4cKFzJkzp8625jzo8wfQsWNHhg0bhoODAwMGDCAvL08pM/fv3Zb3CbVxqVXfHKm916mNp61za8l7XX1xmutf3759laPLQgghHhw2XzMZFRVFaGgosbGx9OrVi+TkZKMbTEDTXTOpFktWVhZDhgxRypKSkiguLmb69OnMnj0bgHHjxhEYGMiJEyeUOjUaDVOnTmXEiBFkZGTg7OxMz549OXr0KJGRkVy+fJk5c+ZQXV3Nxo0bjU71qayspH379pw8ebJR+30/HvQxmzhxIh07dsTHxwdfX1/l0dHRkXPnznH58mVGjx5NXFwcVVVVbNy4kTt37gBw5coVwsLCmDBhAufPn6dz5844OjqSlpaGXq8nLi6OoUOHkpqaSo8ePdDr9XzzzTfMmzePKVOmABAWFkb37t2V0/fS09MZOHAgEydOpG/fvuzcudOqU8pKSkro0KED5eXlymlgpuYBMNm/1157Dag5VfLo0aM8++yztGvXrs61nx4eHkycOJGMjAyuXLlidv5mzZrFU089pfTd19eXU6dOmW3PkveJ+jwo63PEiBFotVqOHDli9PqCBQtwcXFRPiBfu3aNwYMHExMTw/bt21XXS3Z2NhEREURFRZGVlUVwcLAyd2rrU61OS+ahvjXRvn17QkJCrL6O7UGfP4BOnToxYMAAoqKi8PLyIjExUfm3qTbWtr5PqP17V5sjU+8F5sbT1rm15L2uvjjV+texY0ecnZ1b9N9MIYQQ9dOMeuTR6tKiW1RUVNS7QXBwMHPnzlWez58/32TiCTV3elu2bJnyfPXq1a3qh7odHBx49dVXefHFF01eK+Lv70+3bt3Yv39/E0fXMsmYWUaj0TBu3Diju0aKxteS16der2fFihUsWrSoWU6bd3V1Zdq0abz11ltN3ralWvL8tWQtaW4jIiLYsWNHi/mpJiGEEJYzm0wKYwsXLsTPz4/y8nIWLVpUb3lpaSn//Oc/qaysbIYIWx4ZM9GSteT1WftTFjk5OaxcubJJ24aan+A5cuSI0c2DWpqWPH8t2YMwt0IIIVo+SSaFEEIIIYQQQljN5hvwCCGEEEIIIYT4+ZJkUgghhBBCCCGE1SSZFEIIIYQQQghhNUkmhRBCCCGEEEJYTZJJIYQQQgghhBBWk2RSCCGEEEIIIYTVJJkUQgghhBBCCGE1SSaFEEIIIYQQQlhNkkkhhBBCCCGEEFaTZFIIIYQQQgghhNUkmRRCCCGEEEIIYTVJJoUQQgghhBBCWM3e3AbBwcHMnTtXeT5//nzu3r1rcnsnJyeWLVumPF+9ejWXL1++zzCFEEIIIYQQQrQkmlGPPFpdWnSLioqKejcIDg5Gq9Vy5swZqysfNGgQBQUFrS6ZHDp0KJ07d6Zbt278z//8T3OHc990Oh3h4eEkJSU1dygPrNa2Jn6qpfQvJiaGjh078ve//93sts899xxvvPFGE0TVtKZNm0ZISAhnzpxh3bp1VFdX3/d+TVnm4+PD1KlT6dChA/n5+WzcuJErV64AEBQUxKRJk/D09CQvL4/ExESuXbtmtm/z5s0jKChIeV5cXMwf/vAH5XmfPn2IjY3F1dWVAwcO8OWXX1o0Zqb28/PzY9q0afj6+pKXl8fHH39Mbm4uAO3bt+fJJ5/koYce4uLFi3zwwQdUVlYC8Nvf/pbu3bsr9ZeUlLB48WKzdUZFRbFz504MBoNFcQshhBBNRU5ztdGdO3fw8PBo7jDum1arJTo6mgMHDjR3KA+8plwTffr0YeHChfzlL39h8eLF/OIXv2j0NlvCmndwcKBLly4WbZuent7I0TS9kJAQfHx8eOWVV3B0dGTYsGH3vV9Tl40bN47ExESWLFlCRkYGU6dOVcqio6N5//33WbJkCZcuXWLmzJlAzRcDq1atMvovNjZW2e/s2bMkJCQo/92bSPr6+hIVFcVHH33EkiVLGDBgAIBSz2uvvcaLL77I0KFDjcbM1H4ATzzxBKdPn2bJkiWcO3eOGTNmKGUTJ04kMzOTl19+mcLCQsLCwpSywsJCFi1aREJCAv/93//Nvn37LKrzwIEDREdHo9XKn2whhBAti/xlssGxY8f4/PPPmzuM+6bRaIiJiWHfvn0UFxc3dzgPtKZcE/7+/kyZMoXPP/+cP/7xjxw4cIBOnTo1apstZc1/+umnFm/7xRdfNGjb8fHxDVqfLXUOHDiQlJQUSkpKOHz4MCEhIfe9X1OX+fj4kJeXR3l5Odu2bcPb21spy8vL44cffqC8vJydO3fi6uoKwD/+8Q8AFixYQEJCAmvWrMHLy0vZr6qqymTfx4wZQ1JSEllZWZSXl7N06VIAFi1aBMCSJUvYsGEDYWFhRnGa2g/Ay8uLlJQUysvL2bt3Lz4+PkpZ165d2bNnD2VlZezatYt+/fopZQcPHqS8vFwZo5MnT1pUZ3FxMfv27SMmJgaNRmOyr0IIIURTk2TyZ2zChAkcOXKEgoKC5g5FWCEsLIx9+/Zx6dIlysvLOXjwIFevXm3usFoMnU6Hu7t7nSNN9yMgIMDixK0x63zooYfIzMwEIDs7Gz8/v/ver6nLPvjgA+X/dTodN27cUJ5v2LABAEdHRx599FH27NkD1BwVv/exZ8+efP3118p+dnZ2zJkzhxUrVvC73/2Otm3bKmVBQUHodDpeeeUV/vCHP+Dv7w+gJHUlJSVkZmayadMmRo8ebXY/qDnqXbutu7s7Fy9eNIql9r4Cd+/eNTqaf+8pu+7u7uTn51tUJ0BBQQFHjhxhwoQJCCGEEC2F2RvwmDJs2DDCw8Nxc3OjqKiI3Nxc3nzzzYaMzWIODg7Ex8fTu3dvNBoNu3fvZu/evYSGhjJ06FA8PDxYunQpTz/9NFqtlldffRWAUaNGERoairu7O+Xl5Rw6dIht27axatUqDAYDe/bsISIigk8++YSxY8fi4eFBQkKCaixOTk7MmDGDbt26kZuby/r168nNzTUbS1OLiIggLS2NvLy8OmVqc9vQYz1z5ky6du3K1q1biY+Pp7CwkHXr1pGTkwPAypUrqa6uZtGiRaxYsQK9Xm92Dhojzpa0Jjp16lTnmq/aD92toX+1dc6cOZOgoCCysrL48MMPKSkpUcp79uzJ9OnTMRgMrF+/noyMDKVs4sSJdO/eHU9PT44dO2Y2TjC9XgBmzZpldGokYNEaNDXW91Onk5MTt2/fBqC0tBQnJyelrLae1atX8/TTT9OmTRulTrX9mrrs3uRx+PDh9V6rvXz5ctLS0owSz1p+fn6EhYUZjVevXr344osvWLduHZMnTyY2NpZ169YB4ObmRseOHVm5ciXh4eGMHz+ed999t069ly9f5sknn1Seq+23bt065syZQ+fOnbl9+zYfffSRst/169cJDQ0lJSWFxx57DDs7uzptubq6KolxLbU6a+Xl5ZGWlkZERATJycl1yoUQQoimZnMyGRMTw/vvv09GRgZubm5GNxVoavHx8bi6uvLaa69x9+5dfv/737N3717OnTtHYWEhv/71r3n44Yd56623cHNzU/br2rUr7733Hjdu3MDf359nn32Wbdu2sX79enx8fNi5cyf9+/fnxIkTVFRUcPPmTYtiOXHiBGvXrqVLly5MnjyZNWvWmI2lJVGb24Ye66+//ppBgwbRpk0b/vznPzNy5EgmTZrEmjVrgJpT0MaOHQtAcnIyly5dsqgPrXlNuLm51Wm3qKgIoFX0D2oSwvz8fD788EPGjx9PfHw8H374oVLeoUMHli9fzvDhw4mOjlYSKYDExEQ0Gk2dm++YirO2rL71ArB27VqgJlmzJOGrZWqs76fOnyYmtTd2gZp/K7/61a/Iycnhyy+/5NSpUxbt19RltTp27EhhYWG9N3dbvHgxUVFRxMTEsGnTJuX1e+f5XmvXrlWS16SkJJ599lmlTKfTsX//fkpKStizZw8LFiyot46Kigrs7e0t2i8wMJDvvvuOU6dOMX36dDp27MiFCxcA2Lx5MzNmzGDUqFFs3rxZOQJ6r5CQkDo3plOrUwghhGipbE4mU1JSCAsLo0uXLqSmphodAWhqffr04fXXX+fWrVtAzbfaUPMNeO234CdPnqSoqEj5wAE1p1sNHDiQ8PBwvL29lQ8SJ0+e5JlnnkGr1dKuXTtGjhxJhw4d6v2W/Kd69erFoEGDlOdlZWUWxdLUkpOTiY6O5s6dO3WOTqrNbUOPde2HpUOHDgE11xQ99thjyn7l5eU4ODgAoNfrLbqzY2PE2ZLWhMFgwNnZud5tW0P/oOYu0suWLaOsrIzk5GReeuklo/I9e/ZQVVXFkSNHiIyMrLN/fXc4NRUnmF4v98PUWN+PsrIyXF1dKSgowNnZ2eho7a1bt/jkk0+YM2cOiYmJRmOttl9Tl0HN9YHu7u4m/26UlJTw5Zdf8uKLLxolkwkJCQQGBvL8888bbX9vX2/duoWjo6Py3GAwKEcBS0pKaNOmTb1tOjo6GiV+avvFxsby9ttvU1hYyIYNG5g0aRIrV64Eak5XfeWVV4CaBLH2i557de3atU7f1eqs5ePjQ//+/dm6dWu9fRBCCCGams2fbpKSktDr9fTr14+4uDhycnLYsmVLQ8ZmMa1Wa/QhQKfT1bmFen1/0J944gkcHR1JTU1l//79ygcUg8GAwWAgOjqaq1evEhkZyZEjRyyKRaPRsHjx4jofnszF0hy2bt1KbGwsBw4cMLpuUm1uG3qsf0qn09X5HdOcnByGDBlS7zf8prTmNZGbm0v37t05fvy48lpISAipqalm63wQ+ldbZ+1NVeq7uUrtaxqNRvV3by2N05L1Yi1L17w1cnJy6NixIwUFBQQEBCing98rOztbOZXXkv2auszZ2ZnOnTvz1VdfATVHmWu/JIqLi1OSRzs7u3pPEc3OzmbXrl2MGDGCw4cPA8Y/A+Pp6Wm03m7cuEFAQADnz59XTt2vT1BQEN9//71F+3l6eipfRly7dg13d/d66wwMDFSuHb2Xp6dnnfczc3W6u7szfPhwNm/eXG9bQgghRHOw+QY848ePR6fTcfz4cXbv3s2IESMaMi6rZGZm8otf/AInJyc8PDyIiopSynQ6ndHjvfr06cP27ds5c+YMbdq0oaqqih49egA1pwsOHz6cjRs3Ul5eXudULL1eb/RYKz09nejoaJydnXF1dSU6OtqiWJpDdXU1W7ZsYcyYMbi4uCivq81tY4w11PwmqaOjI5GRkXU+fKWlpRETE0NaWprR6/Pnzzd5imBrWBOm+nfs2DGioqLo3Lkzer2eQYMGGd0R80Hpn5oLFy4QHh6OXq8nPDzc6GYkBoOBfv36odPpeOSRR8jKyrKoTrU41dbLve36+vpa/F5nbs3bUueJEycYPXo0Tk5OjB492ugLhPbt29O9e3c2bdpEYGAggYGBFu3X1GXBwcFKImlvb8+oUaOUsq5du+Lh4YGTkxMTJkzg/PnzwI/rx97eHo1Gw8WLF43G8vbt23h6euLs7MyECRM4d+6cUnb69GnGjRtH27ZtGTVqlFJWu46dnJzo0aNHCmsAACAASURBVKMHcXFxRj+RZGo/gKtXrzJu3Dj0ej2hoaF89913RvO0aNEiXFxcGD58eJ0veYB6k0+1Ol1cXBgzZgxbtmyx+HdFhRBCiKZgF9ip88uGOxUmv9338vJCo9Fw/fp1o9ejoqIIDQ0lNjaWXr16kZycTHZ2ttE2/v7+lJWVUVhY2GgdAMjKymLIkCFKLElJSRQXFzN9+nRmz54N1Py2WWBgICdOnFD202g0TJ06lREjRpCRkYGzszM9e/bk6NGjFBUV0bZtW44ePYqfnx8HDhxQ/ojPmzePKVOmADV31uzevbtyylJ6ejoDBw5k4sSJ9O3bl507d3L79m2zsTSX6upq0tPTGTt2rHI9otrcNsZYR0ZGcvnyZebMmUN1dTUbN240OgWxsrKS9u3bG91GH2DEiBFotdp6j6C1hjVhqn/Xrl1Dp9MRGxtLWFgYBoNB+ZD5IPVPzeXLlxk9ejRxcXFUVVWxceNG5ZTDtm3botVqmTt3Lm3atKmzXqDmSONjjz3Gjh07lNdMxam2Xu7l4eHBxIkTycjI4MqVK2b7oDbWttb5/fff07lzZ6ZNm0Z2drZR/1asWIGrqyvHjh1j9uzZDB8+nO3bt5vdr6nLFixYQGRkJJGRkYwbN47KykplTPLz83nqqacYN24cRUVFfPLJJxgMBl544QXatm3LuHHjiIyMZPDgwZw/f15JNgsKCpg5cybjx4+nsLCQTz/9VLlO88qVK/To0YNJkyZRXV3Np59+isFg4LXXXgNqfgIkICCAnTt3Gl1namo/gIyMDEaNGkVsbCx6vZ4NGzYYHfEOCgpi8uTJnDx5st73p0GDBpGSkmL0mlqdYWFhbNu2zeKj8EIIIURT0Yx65NHq0qJbVFRU1LtBcHAwc+fOVZ7Pnz9f9Q+ak5MTy5YtU56vXr26zo0GhKjl4ODAq6++yosvvlgnIajl7+9Pt27d2L9/fxNHJx40o0eP5uuvv2bAgAEMHz68zk14hBBCCCFEwzGbTArRmBYuXIifnx/l5eXKj4j/tLy0tJR//vOf9d4RUoh7PfPMMwQFBZGbm8vHH39c7zWFQgghhBCiYUgyKYQQQgghhBDCajbfgEcIIYQQQgghxM+XJJNCCCGEEEIIIawmyaQQQgghhBBCCKtJMimEEEIIIYQQwmqSTAohhBBCCCGEsJokk0IIIYQQQgghrCbJpBBCCCGEEEIIq0kyKYQQQgghhBDCapJMCiGEEEIIIYSwmiSTQgghhBBCCCGsJsmkEEIIIYQQQgirSTIphBBCCCGEEMJq9uY2CA4OZu7cucrz+fPnc/fuXZPbOzk5sWzZMuX56tWruXz58n2GKRrT2LFjCQsL46WXXgJg2bJl7Nq1iz179jRzZEIIIYQQQoiWymwyCfDOO+9w5swZiyosLS0lISEBgEGDBtkemQ2effZZ/va3vzVpm63BY489xtq1a5Xn7733HrNnz5ZkUgghhBBCCGFSqzrNNSMjo7lDeCA5Oztz6dIl5XlGRgbOzs7NGJEQQgghhBCipWtVyeTWrVtNlsXHxzdhJA+e6urqev9fCCGEEEIIIerTKpJJvV6Ph4cHQ4cOrbc8ICCAkJAQi+vTaDR4e3s3VHgtmkajqff1qqoqk2VCCCGEEEIIYdE1k/UZNmwY4eHhuLm5UVRURG5uLm+++WZDxmaxyZMnExgYiLe3N8eOHTMqmzVrFgMGDABg1apVAMo1nU5OTsyYMYNu3bqRm5vL+vXryc3NZcKECYSFhXH06FHc3d25ffs23t7evP76603bsSbQu3dvbt68Wef106dP06dPH06fPt0MUQkhhBBCCCFaOpuPTMbExLBhwwYWLFjA6tWrOXXqVEPGZZV169axfPnyesvWrl2rJI8JCQnK/0PNqa8nTpxg8eLFJCUlMXnyZAC2bdsGwLFjx+jSpQuHDh0iMDCwkXvRPH71q1/VScABvv/+e6ZMmdIMEQkhhBBCCCEeBDYfmUxJSSEsLIwuXbqQmppab0LSlGy5zq9Xr15Gd5wtKysDUH76JDMzEzs7OzIzMxsmyBbozTff5L/+67+UBLrWuHHjePfdd5spKiGEEEIIIURLZ3MymZSUhF6vp1+/fsTFxZGTk8OWLVsaMrZGp9FoWLx4MSUlJc0dSrO5ePEiOp2uzut2dnacO3euGSISQgghhBBCPAhsPs11/Pjx6HQ6jh8/zu7duxkxYkRDxmW12oRIr9fXW24wGPD19TWKMz09nejoaJydnXF1dSU6OhoAe3t71cfWpPaI7r0326n9f7mrqxBCCCGEEMIUm7Ojbt268fDDD+Pu7k5xcTFffvllQ8ZllXtvsrNixQpOnTrF2rVrjbY5ceIEzz33nFGcn3zyCdOmTeNPf/oThYWFfPTRRwDExsYC8OSTTxo9xsbG8tlnnzV2d5pcRUUF3bt358KFCwAEBQVRUVHRzFEJIYQQQgghWjLNqEcerS4tumUyeQgODmbu3LnK8/nz5yvXFNbHycmJZcuWKc9Xr17N5cuXGy5i0eBiYmIYOXIkCxcuBGDlypWkpKTwxRdfNHNkQgghhBBCiJbKbDIphBBCCCGEEEL8lM3XTAohhBBCCCGE+PmSZFIIIYQQQgghhNUkmRRCCCGEEEIIYTVJJoUQQgghhBBCWE2SSSGEEEIIIYQQVpNkUgghhBBCCCGE1SSZFEIIIYQQQghhNUkmhRBCCCGEEEJYTZJJIYQQQgghhBBWk2RSCCGEEEIIIYTVJJkUQgghhBBCCGE1SSaFEEIIIYQQQlhNkkkhhBBCCCGEEFYzm0wGBwezatUq5T87OzvV7Z2cnIy2DwoKarBghWhqTv4hBE173+oy0XRa+zy09v4JIYQQ4sFlb8lG77zzDmfOnLGowtLSUhISEgAYNGiQ7ZGJJqPT6QgPDycpKanJ2/YZ/XtcOgwkY/2sJm/bEh4hj3M7M8XqsqYSNO19Lm+Y3awxNDdL5qGlrTO34Bic/fvj0nEwF9+NUd22udZZSxqzxopFbR6ioqLYuXMnBoOhQdsUQgghWhOLkknRemm1WqKjo9mxY4fyWrdu3YiPj8fDw4OCggLOnTvH5s2bee655+jYsaPR/nv37mXz5s3Ex8cTGhpap/6jR4+yYcMGk+1rdE44+fVuuA41IDsnT9p2Gsr3u5dbVdaUSq6daNb2m5ul89AS11n13QrauPmpbtOc66wljVljxmJqHg4cOEB0dDSbNm2iqqqqUdoWQgghHnRyzWQziI+Pb+4QANBoNMTExLBv3z6Ki4sB8PDwYObMmezYsYM//elPHDx4kICAAAD+8Y9/ALBgwQISEhJYs2YNXl5eALRv356//vWvzJ8/H4Dnn3+epUuX4ujoqBpD7p6VFsXq++gLNpXdD48BU7mdfoC75besKmtKeSlrTJY11ri0lPbA8nmwdJ01lVtnt5Cz91Wz25nqX1OMdUsas4Z4n6iP2jwUFxezb98+YmJi0Gg0VtUrhBBC/FxIMtnEAgICCAkJae4wAJgwYQJHjhyhoKBAeS0sLIyDBw+SmppKeXk5hw4d4urVqwDcuXPH6LFnz558/fXXAJw6dYqrV69y9+5dAKqqqrhx4wbHjx+/7zj13sG07xFudZk5XWZ8QJfpa+st02jtad8nmh9SN1pV1lS0OmfsXTvgFlz/KZL3My62aOr2oGXMQ2My1b/mGOsHQX3jUq3R4NC+k811FhQUcOTIESZMmHCf0QkhhBCtk82nuQ4bNozw8HDc3NwoKioiNzeXN998syFjs0hoaChDhw7Fw8ODpUuX8vTTT6PVann11Zpvm52cnJgxYwbdunUjNzeX9evXk5ubC0Dbtm2ZOXMmnTp1IikpCU9PTz777DMWLVqEr6+vcu3nT5+r1ak2LrNmzWLAgAEArFq1CkCps6lFRESQlpZGXl6e0etdu3Zlz549Rq/99DmAn58fYWFhSvwnTtR/uuXp06ctisfRrz8BEX/C3sWb/NOfk7f/DQACJ6zErcdYAPo+X5O4nn59sGpZh8hXcA4YSM7BNTz02AsYbueSvW0Jd364ZNyoytEG1x4RGG7lUH79rNmyvs9/TVXlHW4c/wifYbP5budKPIc8pZw6Z0tZbR9N8X9sIU6+vWnjHsjps1uMytTGTKtzwveR+bh1HU21RssPX63lhxPrAHDvNwXPh6ehc/Oj6k4J+Wn/5vrh/wWgfe84vIb9Cp2LJ5Ul+VTkZ5L173lm21NjKpagx99D5+rLlc3PExC1FJ2LFz+kJnL9kPFR2PrmSK1/YHqdmeq7Wizm4tTqXQmI+H84BwykoiCT75JfoTw/w+y4qPVPdW5V2lObW1vHzFR77gOm4943Gge3h7j4/iQ6xq1CY2dH+r+mm+2z2jpTi8XUuPiO/P/wHvJL8k9/QRtXXwwl+bRxDyTj419aPA95eXmkpaURERFBcnKyxfsJIYQQPwc2J5MxMTG8//77ZGRk4ObmRvfu3RsyLoudO3eOwsJCfv3rX/Pwww/z1ltv4ebmppTHx8dz4sQJ1q5dS5cuXZg8eTJr1tR82Js0aRL5+fmsXbuW3r1784tf/ILPPvuMv/3tbyxf/uM1SqtWrWLFihUW1ak2LmvXrlXqa64k0px27dpRWFho9FpRUZHR89pEuCE5+fTm8ifP4ODekc4T31A+JGZ/uRC+rPmA+NMExVRZ4blttA8ej73OmQvvxuHefwoPjX2BzMS5RvtnfPSUyXg8+k8m/9QnFpVdS/4fHDyCuHHsHdy6PsrN89u4ayjFUHydNm7+NpWZc237n6jWaOj33Fd1ytTGzPeR+ejaenJp3ZNUVxkImvq2kjg4Bwwi64sFGAqvoPfsRtD095SEw3fMPLK3LKL4u5PonDxx7jjUovbUmIrl+ldr6Tzxr7TtNILMxLk4tAug06Q1dZLJ+uZIrX9gep2Z6rtaLObi9B/zAoXnt5O9dSFOHQbiN3YBmZ88bfH41Nc/tbFWa091bm0cM1PtFV05gqEoj06xK3HrNo4rm55H5+xhUZ/V1plaLKbG5frh/8N7yC+5+e0Wgqb8k4zE39B1+jsWxSKEEEII82xOJlNSUggLC6NLly6kpqZy7NixhozLYjdu3ODGjRsAnDx5kqKiIm7fvq2U9+rVy+iusmVlZcr/d+/eneXLl1NWVsbx48eZOXNmnW0AysvLjZ6r1dlSxsWc5ORkoqOjuXPnjtHRydLSUtzc3MjPzwfgr3/9K3Z2dty8eZOXX34ZqDmaGhgYyPPPP99g8eSf+hiAypLraO3b3FddJVeOAFBw+tOax9QNeA82nTj+lN47GJ2rL7cv7rCo7NaFnXSa9A80Wnt0rt64D5iMo3cvrn65iPJcR5vKLKGprra4T7Vcu4aS8dFTVBbXzPmltZOUsmtJL9K2RwQ+g2fh4NEJrd2Pbw/5pz7Ha/BTOHd4mJsXd3Dr281Wt21pLMWZBwC48dV7AFSW5mOnM14TpuZIrX81/ah/nZnqu1os5uJs23kE7YMjled3K4otHRrVNWiKWntqc2vrmJlqz1CYhaEwC4BbF5OpLM2nssT8FyQ1bamvM2vfJ6qrKgEo/f4UGjt7ynLSLIrjXj4+PvTv35+tW7dava8QQgjR2tmcTCYlJaHX6+nXrx9xcXHk5OSwZcsW8zs2op8eQYOam8wsXryYkpKSOmVardam276r1dkSx8WUrVu3Ehsby4EDB5TrJrOysujXrx979+4F4I9//CPLli3jL3/5i9G+2dnZ7Nq1ixEjRnD48OEmj90aWns91XcrLd7e8+FpFJ75Qvkgaq6sqrKMKkMpPqN/T1nuOXyGz6Hg9Jb7KmssGjs77hp+XLdae0eqKmu+DHko4mXs9K4Unk/mTuoGuj2xVtnu+qE1aHXOuHUbi39oAmX5l8k7cH9HqNViMcfUHNlap1rfbabRcPaf47hbVmh+259QW4O2tKfWP5vnwYL+VZbmWx4/jbPO7oe7uzvDhw9n8+b7//JECCGEaI1svgHP+PHj0el0HD9+nN27dzNixIiGjMsqOp3O6PFe6enpREdH4+zsjKurK9HR0UpZdnY2o0aNQq/X17kpTkVFBT169ECn0zF4cM1pUz169DBbpyXjYjAY8PX1bdYxA6iurmbLli2MGTMGFxcXAPbt28eYMWPo2rUrdnZ2eHjUnJ5WUlKijK+9vT0ajYaLFy8qY1KrdhsHBweLYtA61LSr1TnVPNo7/uf1tkbbVVXewcGjC+371L0Trqkyt55RaB1c8Bo+l9Lvv6mzX3034LFzbI9rl9Hkn0qss71aWVHmEdz7xnFt5zLu3inhdsb++y7r8sS/CDJxgyC4d6yc6y2vb1xKv/sGn1G/Q6t3RefaAa+Rv1HKXLs+Qt7htyjOOICdgzPVVVW4dBwOgPeI36LROXLzfBLXv/4XHv3iLGpPrQ+mYtHqnP/zWP+aUJsHk3WaWWem+q4Wi7k4S66exGfU77HTu2Hv7I3P6B+v/TPq50/mT61/teoba7X21ObW1jFTa0/Z1r7u3ZzV1oSpdWbr+4TGzuE/j/p6H2vqrH8eXFxcGDNmDFu2bKHahrMAhBBCiJ8Du8BOnV823KlQ7sL5U15eXmg0Gq5fNz5NKSoqitDQUGJjY+nVqxfJyclkZ2cbbePv709ZWVmda/Aa0vTp05k9u+ZH28eNG0dgYKDRzWDS09MZOHAgEydOpG/fvuzcuVM5DTY7O5uIiAiioqLIysoiODiY7du3A6DX64mLi2Po0KGkpqbSo0cP9Ho933zzjWqdloyLh4cHEydOJCMjgytXrjTa2Fiiurqa9PR0xo4dy6VLl7h58yalpaXExMQQExND9+7dOX78OOfPn+eFF16gbdu2jBs3jsjISAYPHsz58+c5f/68Ut9f/vIXtFotY8eONfrtSlP6PHsIAJfAIRSe2UTQ4++ga+uN95Bfcv3I28p2OtcO+I95npJrqZTlnjGqo74yn+FzKfn+GzrFvY4GDd/t/DNVFcZHrt371XzgLDy9SXnNc+BMqipKuXn2izqxqpUZSgvROblz89tN6N27UnBqA/znA6itZe79JqLRaCg8/e867QVOWEnAhFcA8B4yC717V25d2mV2XEq/S6N972j8HknAtfMIcg//H3dL/3M3X409HcIX4d5/EiXXUrHTt8Ol0zAKz2zCZ8QzeIZMwS/0WVw6j+D64XcpyzM/D2p9MBVLn4SaI92m1oTaPJis09w6M9H3hx5bYHI/76GzVOssvnaS9r0i8BszH9euY7h+9F0qS2pOye/8+Lt0CFuozJ9z4DBufrvF7DpTG2u19tTm1tYxM9We/7gldIyuuebce+hsHH36cOv8diV2tTVhap3Z+j7h9+h/4+QbTBuPIPQenZRHrd6V4sxDqvMQFhbGtm3bTP5tFEIIIQRoRj3yaHVp0S0qKirq3SA4OJi5c3+8ccn8+fNV/7g6OTmxbNky5fnq1au5fPlyw0XcSPR6PStWrGDRokV1rpEUDxatzonev9/Pt2vGUnWn7qnPaoKmryV3/98o/T7VqjLRdFr7PLT2/gkhhBCi9TCbTP5crFixAr1eT05ODitXtpwf6xbW6/bURvSeQdy9U8LZNWOaOxwhhBBCCCFaJUkmRbOq/U04IYRoKaz5iRshhBDi58zmu7kK0RDkQ5sQQgghhBAPJpvv5iqEEEIIIYQQ4udLkkkhhBBCCCGEEFaTZFIIIYQQQgghhNUkmRRCCCGEEEIIYTVJJoUQQgghhBBCWE2SSSGEEEIIIYQQVpNkUgghhBBCCCGE1SSZFEIIIYQQQghhNUkmhRBCCCGEEEJYTZJJIYQQQgghhBBWk2RSCCGEEEIIIYTVzCaTwcHBrFq1SvnPzs5OdXsnJyej7YOCghosWCGampN/CEHT3re6TDSd1j4Prb1/QgghhHhw2Vuy0TvvvMOZM2csqrC0tJSEhAQABg0aZHtkosnodDrCw8NJSkoCwMfHh6lTp9KhQwfy8/PZuHEjV65cUbafNm0aISEhnDlzhnXr1lFdXW1RWX18Rv8elw4DyVg/q1H6dr88Qh7ndmaK1WVNJWja+1zeMLtZY2hulsxDS1tnbsExOPv3x6XjYC6+G6O6bXOts5Y0Zo0Vi9o8REVFsXPnTgwGQ4O2KYQQQrQmcprrz5xWqyU6OpoDBw4or40bN47ExESWLFlCRkYGU6dOVcpCQkLw8fHhlVdewdHRkWHDhllUZopG54STX++G7VQDsXPypG2noRSmfWpVWVMquXaiWdtvbpbOQ0tcZ9V3K2jj5qe6TXOus5Y0Zo0Zi6l5OHDgANHR0Wi18mdSCCGEMEX+Sv6MaTQaYmJi2LdvH8XFxcrrPj4+5OXlUV5ezrZt2/D29lbKBg4cSEpKCiUlJRw+fJiQkBCLykzJ3bPSolh9H33BprL74TFgKrfTD3C3/JZVZU0pL2WNybLGGpeW0h5YPg+WrrOmcuvsFnL2vmp2O1P9a4qxbklj1hDvE/VRm4fi4mL27dtHTEwMGo3GqnqFEEKInwtJJn/GJkyYwJEjRygoKDB6/YMPPlD+X6fTcePGDeX5Qw89RGZmJgDZ2dn4+flZVHY/9N7BtO8RbnWZOV1mfECX6WvrLdNo7WnfJ5ofUjdaVdZUtDpn7F074BZc/ymS9zMutmjq9qBlzENjMtW/5hjrB0F941Kt0eDQvpPNdRYUFHDkyBEmTJhwn9EJIYQQrZNF10zWZ9iwYYSHh+Pm5kZRURG5ubm8+eabDRmbRUJDQxk6dCgeHh4sXbqUp59+Gq1Wy6uv1nzb7OTkxIwZM+jWrRu5ubmsX7+e3Nxc1T7MnDmTrl27snXrVuLj4yksLGTdunXk5OQodc6cOZOgoCCysrL48MMPKSkpYd68eXh4ePD222/z5JNP0q5dO/bv369ci6g2ZmpxNoaIiAjS0tLIy8urU3Zv8jh8+HAl/to4b9++DdRcH+vk5GRRmTmOfv0JiPgT9i7e5J/+nLz9bwAQOGElbj3GAtD3+a8BOP36YNWyDpGv4BwwkJyDa3josRcw3M4le9sS7vxwybhRlaMNrj0iMNzKofz6WbNlfZ//mqrKO9w4/hE+w2bz3c6VeA55Sjl1zpay2j6a4v/YQpx8e9PGPZDTZ7cYlamNmVbnhO8j83HrOppqjZYfvlrLDyfWAeDebwqeD09D5+ZH1Z0S8tP+zfXD/wtA+95xeA37FToXTypL8qnIzyTr3/PMtqfGVCxBj7+HztWXK5ufJyBqKToXL35ITeT6IeOjsPXNkVr/wPQ6M9V3tVjMxanVuxIQ8f9wDhhIRUEm3yW/Qnl+htlxUeuf6tyqtKc2t7aOman23AdMx71vNA5uD3Hx/Ul0jFuFxs6O9H9NN9tntXWmFoupcfEd+f/hPeSX5J/+gjauvhhK8mnjHkjGx7+0eB7y8vJIS0sjIiKC5ORki/cTQgghfg5sTiZjYmJ4//33ycjIwM3Nje7duzdkXBY7d+4chYWF/PrXv+bhhx/mrbfews3NTSmPj4/nxIkTrF27li5dujB58mTWrFmj2oevv/6aQYMG0aZNG/785z8zcuRIJk2apOw3ceJE8vPz+fDDDxk/fjzx8fF8+OGH7Nq1i7lz59KzZ0/WrFmDp6cnzzzzjJKMqY2ZWpzNpWPHjhQWFhrdfOmnd/OtrKy0qMwcJ5/eXP7kGRzcO9J54hvKh8TsLxfClzUfEH+aoJgqKzy3jfbB47HXOXPh3Tjc+0/hobEvkJk412j/jI+eMhmPR//J5J/6xKKya8n/g4NHEDeOvYNb10e5eX4bdw2lGIqv08bN36Yyc65t/xPVGg39nvuqTpnamPk+Mh9dW08urXuS6ioDQVPfVhIH54BBZH2xAEPhFfSe3Qia/p6ScPiOmUf2lkUUf3cSnZMnzh2HWtSeGlOxXP9qLZ0n/pW2nUaQmTgXh3YBdJq0pk4yWd8cqfUPTK8zU31Xi8VcnP5jXqDw/Hayty7EqcNA/MYuIPOTpy0en/r6pzbWau2pzq2NY2aqvaIrRzAU5dEpdiVu3cZxZdPz6Jw9LOqz2jpTi8XUuFw//H94D/klN7/dQtCUf5KR+Bu6Tn/HoliEEEIIYZ7NyWRKSgphYWF06dKF1NRUjh071pBxWezGjRvKkbSTJ09SVFSkHB0D6NWrl9FdZcvKypT/N9WHCxcuAHDo0CEADh48yGOPPabsFxwczLJlyygrKyM5OZmXXnoJgLNna44g7Nq1C4CioiIcHBzMtmcuzsaQnJxMdHQ0d+7cqffopJeXF+7u7nXmtaysDFdXVwoKCnB2dqakpMSiMnPyT30MQGXJdbT2bWzsVY2SK0cAKDhdc9OSgtQNeA82nTj+lN47GJ2rL7cv7rCo7NaFnXSa9A80Wnt0rt64D5iMo3cvrn65iPJcR5vKLKExc6fc+rh2DSXjo6eoLK6Z80trJyll15JepG2PCHwGz8LBoxNaux/fHvJPfY7X4Kdw7vAwNy/u4Na3m61u29JYijNrbgZ146v3AKgszcdOZ7wmTM2RWv9q+lH/OjPVd7VYzMXZtvMI2gdHKs/vVvx4XbI5amvQFLX21ObW1jEz1Z6hMAtDYRYAty4mU1maT2WJ+S9IatpSX2fWvk9UV9V8oVX6/Sk0dvaU5aRZFMe9fHx86N+/P1u3brV6XyGEEKK1szmZTEpKQq/X069fP+Li4sjJyWHLli3md2xERUVFdV7TaDQsXry43sTG0j7odDru3r1rVGdVVRWA8mgJtfbU4mwsW7duJTY2lgMHDhhdN+ns7Eznzp356quao14dOnTg2rVrAOTk5NCxY0cKCgoICAhQTv01V9actPZ6qu9afpTU8+FpFJ75Qvkgaq6sqrKMKkMpPqN/T1nuOXyGz6Hg9Jb7KmssGjs77hp+XGNae0eqKmu+uHgo4mXs9K4Unk/mTuoGuj2xVtnu+qE1aHXOuHUbti/hrgAAIABJREFUi39oAmX5l8k7sKrRYjHH1BzZWqda322m0XD2n+O4W1Zo9a5qa9CW9tT6Z/M8WNC/ytJ8y+OncdbZ/XB3d2f48OFs3nz/X54IIYQQrZHNN+AZP348Op2O48ePs3v3bkaMGNGQcVlFp9MZPd4rPT2d6OhonJ2dcXV1JTo6Wikz14dBgwbh6OhIZGSkcmMZqDlyGR4ejl6vJzw8nIsXLwKg1+sBlKORtfE4OjqabU8tzsZSXV3Nli1bGDNmDC4uLsrrwcHBSiJpb2/PqFGjlLITJ04wevRonJycGD16NKmpqRaVmaJ1qGlXq6u5vlJr7/if19sabVdVeQcHjy607xNfpw5TZW49o9A6uOA1fC6l339TZ7/6bsBj59ge1y6jyT+VWGd7tbKizCO4943j2s5l3L1Twu2M/fdd1uWJfxFk4gZBcO9YOddbXt+4lH73DT6jfodW74rOtQNeI3+jlLl2fYS8w29RnHEAOwdnqquqcOk4HADvEb9Fo3Pk5vkkrn/9Lzz6xVnUnlofTMWi1Tn/57H+NaE2DybrNLPOTPVdLRZzcZZcPYnPqN9jp3fD3tkbn9E/Xvtn1M+fzJ9a/2rVN9Zq7anNra1jptaesu1/Hu+ltiZMrTNb3yc0dg7/edTX+1hTZ/3z4OLiwpgxY9iyZYvZ38sVQgghfq7sAjt1ftlwp8LoyNu9vLy80Gg0XL9ufJpSVFQUoaGhxMbG0qtXL5KTk8nOzjbaxt/fn7KyMgoLrf9m3lLTp09n9uyaH20fN24cgYGBnDjx42/vpaenM3DgQCZOnEjfvn3ZuXOnchqsWh8iIyO5fPkyc+bMobq6mo0bNyqnnl6+fJnRo0cTFxdHVVUVGzdu5M6dO7z22msAdO/enaNHj/Lss8/Srl07wsLC2L59u2p7anE2purqatLT0xk7diyXLtXcoGbBggVERkYSGRnJuHHjqKys5OjRowB8//33dO7cmWnTppGdnc2OHT+ehqdWZkqfZ2tOJXYJHELhmU0EPf4OurbeeA/5JdePvK1sp3PtgP+Y5ym5lkpZ7hmjOuor8xk+l5Lvv6FT3Oto0PDdzj9TVWF85Nq9X80HzsLTm5TXPAfOpKqilJtnv6gTq1qZobQQnZM7N7/dhN69KwWnNsB/PoDaWubebyIajYbC0/+u017ghJUETHgFAO8hs9C7d+XWpV1mx6X0uzTa947G75EEXDuPIPfw/3G39D9HpTX2dAhfhHv/SZRcS8VO3w6XTsMoPLMJnxHP4BkyBb/QZ3HpPILrh9+lLM/8PKj1wVQsfRIOA6bXhNo8mKzT3Doz0feHHltgcj/vobNU6yy+dpL2vSLwGzMf165juH70XSpLak7J7/z4u3QIW6jMn3PgMG5+u8XsOlMba7X21ObW1jEz1Z7/uCV0jF5e07ehs3H06cOt89uV2NXWhKl1Zuv7hN+j/42TbzBtPILQe3RSHrV6V4ozD6nOQ1hYGNu2bTP5t1EIIYQQoBn1yKPVpUW3qKioqHeD4OBg5s798cYl8+fPV/3j6uTkxLJly5Tnq1ev5vLlyw0XcRNwcHDg1Vdf5cUXX2z0axdFw9PqnOj9+/18u2YsVXfqnvqsJmj6WnL3/43S7+seVVUrE02ntc9Da++fEEIIIVoPs8nkz9HChQvx8/OjvLycRYssuxmKaDm6PbURvWcQd++UcHbNmOYORwghhBBCiFZJkknRrGp/E04IIVoKa37iRgghhPg5s/lurkI0BPnQJoQQQgghxIPJ5ru5CiGEEEIIIYT4+ZJkUgghhBBCCCGE1SSZFEIIIYQQQghhNUkmhRBCCCGEEEJYTZJJIYQQQgghhBBWk2RSCCGEEEIIIYTVJJkUQgghhBBCCGE1SSaFEEIIIYQQQlhNkkkhhBBCCCGEEFaTZFIIIYQQQgghhNUkmRRCCCGEEEIIYTV7cxsEBwczd+5c5fn8+fO5e/euye2dnJxYtmyZ8nz16tVcvnz5PsMUQgghhBBCCNGSaEY98mh1adEtKioq6t0gODgYrVbLmTNnrK580KBBFBQUtNpk8tlnn+Vvf/tbc4dx33Q6HeHh4SQlJTV3KA+81rImbNGS+x4TE0PHjh35+9//bnbb5557jjfeeKMJompa06ZNIyQkhDNnzrBu3Tqqq6vve7+mLPPx8WHq1Kl06NCB/Px8Nm7cyJUrVwAICgpi0qRJeHp6kpeXR2JiIteuXTPbt3nz5hEUFKQ8Ly4u5g9/+IPyvE+fPsTGxuLq6sqBAwf48ssvLRozU/v5+fkxbdo0fH19ycvL4+OPPyY3N9eiOtu2bcuUKVN47733jF5XqzMqKoqdO3diMBgsakMIIYSwll1gp84vG+5UmDza6OXlhUaj4fr161ZX7u/vT1lZGYWFhfcbZ4vk5eXFxYsXmzuM+6LVaomNjWXPnj3cuXOnucN54LWENdGhQwf+67/+i4kTJzJy5Ei6dOlCampqo7fbEvpuSt++fRkwYADbt283u21L7oetQkJC6N27N2+88QYPP/wwDg4OFiVbavs1dVl8fDxbtmxh+/bteHp6MmrUKA4fPgzAU089xb/+9S927NhBu3btCAsLIyUlheeee45p06YRGRmp/NemTRsuXLgA1CRo//u//8v27dvZvn07e/bsUfru6+vL5MmT2bBhA1u3biU+Pp6DBw+yatUqIiMjCQsLY+DAgRgMBr777juz+wH85je/4ZtvvuFf//oXLi4ujB07liNHjgA1Cejs2bOJi4tjyJAhuLm5KeswLi6OX/3qV/j4+NRZw2p15uTkEBUVxYULFyz+8kAIIYSwhlwzSc2HFFvKtm7d2hjhNBmNRkNMTAz79u2juLi4ucNpUR7kNTFjxgz279/PSy+9RGJiIr6+vlbt/yD33ZRPP/3U4m2/+OKLBm1bbcyaqs6BAweSkpJCSUkJhw8fJiQk5L73a+oyHx8f8vLyKC8vZ9u2bXh7eytleXl5/PDDD5SXl7Nz505cXV0B+Mc//gHAggULSEhIYM2aNXh5eSn7VVVVmez7mDFjSEpKIisri/LycpYuXQrAokWLAFiyZAkbNmwgLCzMKE5T+0HNFxUpKSmUl5ezd+9efHx8gJovXqdMmcLnn3/OH//4Rw4cOECnTp2U/TZt2sRLL71Ub5ym6oSaI6379u0jJiYGjUZjsq9CCCGErX72yWRAQIDJD1amyvR6PR4eHgwdOrSxw2tUEyZM4MiRIxQUFDR3KC3Kg74mPDw8yMrKorKykrNnz3L8+HGL933Q+34/dDod7u7uDdoPtfFsyjofeughMjMzAcjOzsbPz+++92vqsg8++ED5f51Ox40bN5TnGzZsAMDR0ZFHH31UOcJYe7ZF7WPPnj35+uuvlf3s7OyYM2cOK1as4He/+x1t27ZVyoKCgtDpdLzyyiv84Q9/wN/fH4Dy8nIASkpKyMzMZNOmTYwePdrsfgDp6enKtu7u7sqRx7CwMPbt28elS5coLy/n4MGDXL161WguSktLqY+pOmsVFBRw5MgRJkyYUO/+QgghxP0wewMeU4YNG0Z4eDhubm4UFRWRm5vLm2++2ZCxNUgsTk5OzJgxg27dupGbm8v69euV60lmzZrFgAEDAFi1ahUACQkJZssmT55MYGAg3t7eHDt2TIlj3rx5eHh48Pbbb/Pkk0/Srl079u/fr1yL2LlzZ6ZMmYKXlxf5+fnk5OTQoUMHli5d2uTjGRERQVpaGnl5eXXK1GJxcHAgPj6e3r17o9Fo2L17N3v37iU0NJShQ4fi4eHB0qVLefrpp9Fqtbz66qsAjBo1itDQUNzd3Skv///Zu/OgqK58D+DfRhuaJoLSoOhjkV2IOi5EUBE10ggoCLhMiJjSlxLLV1FRJ2rizJiaJGIcJzGMVY5mkpiSF5WYxBiDIGqCEQUVl4zGDRCJL6AGERBpbIX3B8UNDd23Vxbx+6my8Pa995zfWe5y+i6tQl5eHg4ePIikpCT4+PgIt4NVVVUhPT0d5eXlAID33nsPTU1NWLNmDTZs2ACZTCa0g5hnuU+cP38er732GrKysnDq1ClkZ2cL83p62eVyOZKSkuDl5YXS0lLs3LkTdXV1wvwhQ4YgMTERarUau3btQnFxsTAvPj4efn5+cHJy0iiHWJ3p2h701ZkYXduKOWnK5XLU1NQAaB6UyOVyYV5LOmlpaVi0aBFsbGyENMXW6+x5rQePY8eO1fqMd2pqKi5cuKAx8GwxcOBAhIeHa9RXQEAAvv32W6Snp2PWrFmYMWMG0tPTAQAODg7w8PDAe++9B6VSiaioKHz88cft0i0pKcG8efOEabH10tPTsXDhQnh6eqKmpgb/+7//CwAYPHhwu+cxW99yK0ZXmq3dvn0bFy5cwNSpUzX2B0REROYyeTAZGxuLTz/9FMXFxXBwcICfn58l47JYLAkJCSgsLMSOHTvg7e2NWbNmYcuWLQCAHTt2AGg+mWp7QiY2Lz09HRKJpN1LOg4fPozk5GQMGTIEW7ZsgZOTExYvXiyc9MydOxfffPMNLl++jOeffx7x8fF4++239Zahs+mrT3t7e2zatAlPnjzBkiVL8P333+Py5cuoqqrCq6++ilGjRmH79u1wcHAQ1vPx8cEnn3yCu3fvYtCgQVi2bBkOHjyI06dPIygoCDY2NnjnnXcwfvx4zJw5U2ijdevW4cUXXwQAZGdn4/r16xYpQ0/uE7t378a4ceMQHR2NiRMn4uOPP0ZlZeUzUfb4+HhUVlZi586diIqKQkJCAnbu3CnMd3V1RWpqKsaOHYuYmBhhIAUAGRkZWsshVme6tgd9dSZG17ZiTpq9evXSmH78+LHw/3Xr1uG///u/UV5eju+++w7nz583aL3OntfCw8MDVVVVWl8Kt3btWkRHRyM2Nhb79u0TPm/dzq3t2LFDGLxmZmZi2bJlwjypVIrc3FzU1dXh6NGjWLVqldY0Ghoa0Lt3b4PWc3d3x//93//h/PnzSExMhIeHB65evQoHBwfcv39fI93a2lqt+bWlK00iIqLOYPJg8vjx4wgPDxde7tH6m/zOJhZLQEAAgoKChOn6+nqL5KntZQY///wzgOaTaKD5ZMDa2lqY37t3b1hZWaGpqQkNDQ2QSCTCi486uz6zs7MRExODR48etbs6KRbL0KFD8f7776O6uhpA85UAoPmqQcuVg7Nnz6K2tlY4SQOab1EbPXo0lEol+vfvL5x8tZz05OXlAQB+/PFHTJkyRVhPpVIJdSiTyQx6aYi+MvT0PuHm5oa8vDycOnUKc+fOxdy5c5GWlgag55c9MDAQ69evR319PbKzs9s9Z3b06FE0Njbi5MmTiIyMNKgcYnWma3swh65txRz19fWwt7fHvXv3YGdnp3G1trq6Gl988QUWLlyIjIwMje1WbL3Ongc0Px/o6Oiosz/U1dXhu+++wxtvvKExmExJSYG7uztWrFihsXzrslZXV8PW1laYVqvVwu2xdXV1sLGx0Zqnra2tcOurvvVmzJiBjz76CFVVVdi9ezdmzpyJ9957D2q1GnZ2dhrxGEpXmq0NGDAAf/jDH7r1c81ERPR0MvksJTMzEzKZDMOHD0dcXBzKy8uxf/9+S8ZmkVgkEgnWrl3b7qSkKxw6dAgzZsxAUlIS7t+/LzznA3RNfR44cAAzZszAsWPHNJ6bFIvFyspK48RJKpW2e+28tm/U586dC1tbW5w7dw65ubntTupap9f2zcLl5eUYM2aMRr76PMt9IigoCGVlZVCr1cjIyMC6deuEeT297BKJRHipiraXq7R81nrgakiauurMkO3BWIZuK8YoLy+Hh4cH7t27Bzc3N+E28tbKysqEW3kNWa+z59nZ2cHT0xOnTp0C0HyVueXLpbi4OGHw2KtXr3ZXOFvKd/jwYYwbN054C2zrn4FxcnLS2HfdvXsXbm5uuHLlinC7tTZeXl749ddfDVrPyclJ+DLi1q1bcHR0BABUVFTAz89P4/nmkSNHGvQWZl1ptnB0dMTYsWPxzTff6E2LiIjIWCa/gCcqKgpSqRRnzpzBkSNHMG7cOEvGZbFYioqKEBMTAzs7O9jb2yMmJqbd+mq1Gi4uLlrLoGueVCoF0Hy1rEXL/1uuvrQs0/Jtd1RUFDIyMvDWW2/h3XffxeXLlw0qQ0dpamrC/v37MWnSJDz33HMGxXLjxg1Mnz4dcrkcCoUC0dHRwryW8rb8bW3o0KHIysrCxYsXYWNjg8bGRvj7+wvzg4KCYGtri8jISOEFHC0uXLiA2NhYXLhwQePzlStX6rzVr6f3CbGye3h4ICQkBNbW1hgxYoTGleeeUHYxV69ehVKphEwmg1Kp1HgZiVqtxvDhwyGVSjFx4kSUlpYalKZYnYltD63z1VWf2ujbVkxJs7CwEBMmTIBcLseECRM0Bin9+vWDn58f9u3bB3d3d7i7uxu0XmfPCwwMFAaSvXv3RmhoqDDPx8cHCoUCcrkc06ZNw5UrVwD83ud69+4NiUSCa9euadRlTU0NnJycYGdnh2nTpmn0wf/85z+IiIhAnz59EBoaKsxr6ddyuRz+/v6Ii4vDsWPH9K4HAL/88gsiIiIgk8kQFhYm/KRIQUEBoqOj4enpCZlMhqCgII231QIQ3tLaun3E0gSA5557DpMmTcL+/fv50yBERNQhTP6dyejoaISFhWHGjBkICAhAdnY2ysrKNJbprN+ZFIulqKgIo0ePRnx8PIYNG4acnJx2txIpFArEx8ejuLhY+BFssXnz58/HK6+8AqD5LXwuLi44f/48Nm3aBADw8/NDfn4+li1bJvzmWVZWFvr06YPAwEAMGjQIw4cPx6hRo+Dk5IQbN24YVJ8doampCUVFRXjxxReF5xHFYiktLcWYMWOEeZmZmXjw4AESExOxYMECAEBERATc3d1RWFgo5CORSDBnzhyMGzcOxcXFsLOzw5AhQ5Cfn4/IyEiUlJRg4cKFaGpqwp49ezRuJXz8+DH69euHs2fPasQ+btw4WFlZCb+p1lpP7xNiZR88eDBGjBiB6OhoODs7IyMjQ7gNsyeUXUxJSQkmTJiAuLg4NDY2Ys+ePcIth3369IGVlRWSk5NhY2PTrp8BzVcap0yZgkOHDgmfidWZru3B0PrURmxbMTXNX3/9FZ6ennjppZdQVlamUb4NGzbA3t4eBQUFWLBgAcaOHSv8lqHYep09b9WqVcJvRUZERODx48dCnVRWVuKVV15BREQEamtr8cUXX0CtVuP1119Hnz59EBERgcjISLzwwgu4cuWKMNi8d+8ekpKSEBUVhaqqKuzdu1d4TvPmzZvw9/fHzJkz0dTUhL1790KtVgv9etKkSXBzc0NOTo7Gc6a61gOA4uJihIaGYsaMGZDJZNi9ezfq6upw69YtSKVSzJgxA+Hh4VCr1RoDwLi4OOElP2PHjkXfvn2FZ0Z1pQk0b48HDx40+Co8ERGRsSShEyc3PaytRkNDg9YFAgMDkZycLEyvXLlS9MAkl8uxfv16YTotLQ0lJSWWi/gp9s477yAjI0N4lszPzw9JSUk6fz/sWWBtbY2NGzfijTfe0Pn83qBBg+Dr64vc3NxOjq7jPct9ojuVfcKECTh9+jRGjBiBsWPHtnsJDxERERG1p3cwSZYzZswYTJ48GU5OTmhsbERlZSVycnIMei6mp1q9ejUGDhwIlUol/Bh42/kPHz7E1q1btb7Z8Wn3LPeJ7lT2xYsXw8vLCxUVFfj888+1PlNIRERERJo4mCQiIiIiIiKjmfwCHiIiIiIiInp2cTBJRERERERERuNgkoiIiIiIiIzGwSQREREREREZjYNJIiIiIiIiMhoHk0RERERERGQ0DiaJiIiIiIjIaBxMEhERERERkdE4mCQiIiIiIiKjcTBJRERERERERuNgkoiIiIiIiIzGwSQREREREREZrbe+BQIDA5GcnCxMr1y5Ek+ePNG5vFwux/r164XptLQ0lJSUmBkm0bNn9erVuHfvHj766KOuDqVD9PTyEREREfV0egeTAPDvf/8bFy9eNCjBhw8fIiUlBQAQFBRkemSdaNmyZfjwww91zp86dSr8/f2RlpbWiVF1HqlUCqVSiczMTLPTGjBgAObNmwdnZ2fk5+fj66+/Niu94OBgeHp6wtfXF2+//bbZ8RmqO/SJS5cuYcKECXqXMzaW7tJGhpavs7z00ksYOXIkLl68iPT0dDQ1NeldZ8CAAZgzZw5cXV1RWVmJPXv24ObNmwAALy8vzJw5E05OTrh9+zYyMjJw69YtvWkuXboUXl5ewvSDBw/w5z//GQDwP//zP/Dz8xPm1dXVYe3atXrLoG89AOjduzf+/Oc/46233gIAxMbGwsPDA//85z/1xqyNrliio6ORk5MDtVptUrpERETUfRg0mOzpiouLRefL5XKNk7uexMrKCjExMTh06BAAYPPmzQCAx48fo7KyEkePHkVBQYHB6c2ePRsFBQU4ffo0VqxYYfZABQAePXoEhUJh1Dqurq6YM2cOXFxc8PDhQ/zyyy/4+OOPDV6/O/SJY8eOYdCgQXqXMzaW7tJGhpavM4wcORIDBgzA3/72N8ydOxchISE4efKk3vUiIiKQkZGB6upqTJs2DXPmzMHf//53AEBMTAw+/fRTPHjwAEqlEklJSdiwYYPeNH/++WedXwxUVVVhzZo1UKlU6N27NyZPnmxQGcTWaxEeHo6+ffsK09bW1vD29tYbrzZisRw7dgwxMTHYt28fGhsbTUqfiIiIugc+MwngwIEDovP37dvXSZF0LolEgtjYWPzwww948OABAGDNmjUAgHXr1mH37t0IDw/HyJEjDU7Tzc0N+fn5UKlUGrc7m6qgoABfffWV6DIJCQntPnv55ZeRm5uLN998ExkZGXBxcTEq3+7QJyZMmIC9e/fqXc7YWLpLGxlaPlNoy0/M6NGjcfz4cdTV1eHEiRMG9/kBAwbg9u3bUKlUOHjwIPr37y/Mu337Nn777TeoVCrk5OTA3t7eoDTFBlg//vgjVCqVEPPZs2cNKoPYegDQp08fBAYGanxmTtuIxfLgwQP88MMPiI2NhUQiMTkPIiIi6nrP9GBSJpNBoVAgODhYdDlDbnd7Gk2bNg0nT57EvXv3hM9aTjjr6upw48YN7Nu3z6hbEW1sbDr19jU3NzetJ/4KhQKlpaV4/Pgxfv75Z5w5c8ag9LpTn/juu+802sZSsXSXNjK0fJbKT8x//dd/4caNGwCAsrIyDBw40KD1PvvsM+H/UqkUd+/eFaZ3794NALC1tcXkyZNx9OhRg9Ls1asXFi5ciA0bNuC1115Dnz59hHmtb5N1dHREZWWlQWUQWw9o3hd8+eWXBsVnCH31ee/ePZw8eRLTpk2zWJ5ERETU+Uy+zTUkJARKpRIODg6ora1FRUUFtm3bZsnYzI4lKSkJPj4+OHDgABISElBVVYX09HSUl5cDAGbNmgV3d3f079+/3a2c9vb2SEpKgru7O06dOqUxTy6X4+WXX4avry8qKiqwa9cuVFRUICwsDMHBwVAoFHj33XexaNEiWFlZYePGjZ1WF4aaOnUqLly4gNu3b4suV1JSgnnz5gnTusq+ePFi+Pv7A/j9VtmWZ2cBIDQ0FGFhYXB0dIRKpUJeXh4OHjyINWvWwMXFRVi27bSY+fPnY8SIEVrzPH/+PF577TVkZWXh1KlTyM7OBoAe0ydMiaW7tZGpdMVpTn5yuRw1NTUAmp/7lsvlwryWdNLS0rBo0SLY2NgIabYePI4dO1brc8epqam4cOGCxsBTVxsBQEBAAL799lukp6dj1qxZmDFjBtLT0zXStLe3x6NHjwwug9h6rq6uqK6uFp71bGvIkCFITEyEWq3Grl27hFvAxcpgSCy3b9/GhQsXMHXqVGH7JCIioqeLyVcmY2NjsXv3bqxatQppaWk4f/68JeOySCynT59G3759YWNjg3feeQfnz5/HzJkzhfXS09ORmpqqNc2ZM2fit99+w9/+9jfhBKlFQkICCgsLsXbtWmRmZmLWrFkAgMuXLyMrKwsymQyjRo3C9u3bsWvXrg4qdedoaGhA796/f+egq+xbt24VTrBTUlLancD7+Pjgk08+werVq7Ft2zZMmTIFANq95KblxN0QO3bs0Jnn7t27cfjwYURHR+P1118XnufrKX3ClFi6WxuZSlec5uTXq1cvjenHjx8L/1+3bh1u3ryJ8vJyfPfdd/jrX//abn0PDw9UVVVpfVHZ2rVr8eDBA8TGxgqf6WqjljLcuHED9fX1yMzM1HhxTouRI0e2e0u2WBnE1hs9erTwzLQ2rq6uSE1NRV5eHmJiYgwqgyGxEBER0dPP5CuTx48fR3h4OLy9vXHu3DmjXtJiabpiuXr1KgAgLy8PQPNzQ61PPAHdtwj6+voiNTUVDx8+xIkTJzBnzhxhXkBAgMabauvr6wE0X6VouVJx9uxZ1NbWCt/OdzfZ2dmIiYnBo0ePRK9O2traCre+ArrLrs9nn32G0aNHQ6lUon///sIAte36rfMyh5ubG/Ly8nDq1CnMnTsXc+fORVpaWo/pE6bEok9nt5GpdMVpjvr6etjb2+PevXuws7NDXV2dMK+6uhpffPEFFi5ciIyMjHbt5+zsDEdHR537wLq6Onz33Xd44403hOdbxdqodfrV1dWwtbVtl6aPj0+7/MTKILbe5MmTNV7Is3nzZmRnZwtXe48ePYrGxkacPHkSkZGRwnJiZTAklgEDBuAPf/iD3ueTiYiIqPsy+SwsMzMTMpkMw4cPR1xcHMrLy7F//35LxmbxWKRSqehvZLYmkUh0PlcmkUiwdu1arSdILWpraw0LvgsdOHAAM2bMwLFjx3Q+u+bl5YVff/1VmDak7NrMnTsXtra2OHfuHHJzc7FixQqzYtcnKCgIZWVlUKvVyMjIwLp167Qu97T2CXNj0aaz28hUHRFneXk5PDw8cO/ePbi5uQkmCW1JAAAgAElEQVS3PbdWVlYm3NLZws7ODp6ensKtxq6ursLziXFxccLgsVevXhpX68TaaPny5fjggw8AAE5OTlr7jZOTU7tBvSFl0LZe66u3mzdvbnc1t+WFQBKJRGNbESuDvlgcHR0xduxYfPPNN+3WJSIioqeHybe5RkVFQSqV4syZMzhy5AjGjRtnybgsGktQUBBsbW0RGRkpvBSihVQqBdD84pXWysrKMGnSJFhbWyMkJAQAhOfNioqKEBMTAzs7O9jb22vc+tWSXsvf7qypqQn79+/HpEmT8NxzzwH4vR7kcjn8/f0RFxeHY8eOCeuYWvahQ4ciKysLFy9ehI2NDRobG4X6bGhogL+/P6RSKV544QUAv9d165jatlELtVoNFxcXjXb38PBASEgIrK2tMWLEiHZXX5/2PtERsXR2G5lKLE5T8yssLMSECRMgl8sxYcIEnDt3TpjXr18/+Pn5Yd++fXB3d4e7u7swLzAwUBhI9u7dG6GhocI8Hx8fKBQKyOVyTJs2DVeuXBHmibVRTU0NnJycYGdnh2nTpuHy5cvt4nV0dDSqDGLrtWh50U/rn3hRq9UYPnw4pFIpJk6ciNLSUoPKIBbLc889h0mTJmH//v099uVmREREz4pe7oM931I/atB5dcbZ2RkSiQR37tzR+Dw6OhphYWGYMWMGAgICkJ2djbKyMo1lBg0ahPr6elRVVXVYAfTFEhkZiZKSEixcuBBNTU3Ys2ePcDvW/Pnz8corrwBo/o01FxcX4XnLmzdvIjw8XDgJ9PT0hK2tLS5cuICioiKMHj0a8fHxGDZsGHJyclBTU4PExEQsWLAAQPPvz7m7u6OwsLBDy26upqYmFBUV4cUXX8T169exadMmAMCkSZPg5uaGnJwcjedhdZV98uTJWLJkCYDmsg8bNgwnTpwQ1pNIJJgzZw7GjRuH4uJi2NnZYciQIcjPz4dMJkNcXByCg4Nx7tw5+Pv7QyaT4aeffsLSpUsxe/ZsAM1t5Ofn1+42PYVCgfj4eBQXFwsvERk8eDBGjBiB6OhoODs7C78FCPSMPmFKLN2tjUwlFqep+f3666/w9PTESy+9hLKyMo1nCDds2AB7e3sUFBRgwYIFGDt2LLKysgAAq1atQmRkJCIjIxEREYHHjx8LcVRWVuKVV15BREQEamtr8cUXXwhXk3W1EdD8ptOkpCRERUWhqqoKe/fubffMYVBQEI4fP25wGcTWA5pvdV28eDEAYOLEibh9+zYqKirQp08fWFlZITk5GTY2NhrbilgZxGIJDw/HwYMHDb4jgIiIiLovSejEyU0Pa6vR0NCgdYHAwEAkJycL0ytXrhQ9CZDL5Rq/XZeWltbuhQ+dxdraGhs3bsQbb7xh8HNj1LOxTxARERERWYbeweTTbPXq1Rg4cCBUKhXWrFnT1eFQN8A+QURERERkGT16MElEREREREQdw+QX8BAREREREdGzi4NJIiIiIiIiMhoHk0RERERERGQ0DiaJiIiIiIjIaBxMEhERERERkdE4mCQiIiIiIiKjcTBJRERERERERuNgkoiIiIiIiIzGwSQREREREREZjYNJIiIiIiIiMhoHk0RERERERGQ0DiaJiIiIiIjIaL31LRAYGIjk5GRheuXKlXjy5InO5eVyOdavXy9Mp6WloaSkxMwwiYiIiIiIqDuRhE6c3PSwthoNDQ1aFwgMDISVlRUuXrxodOJBQUG4d+9elw8mBwwYgHnz5sHZ2Rn5+fn4+uuv9a4THBwMT09P+Pr64u233zY7hpiYGPj4+OCDDz4wOy0iIiIiIqKupvfKZGdZvnw5PDw8cPPmTXzwwQdYs2YNXFxcUF5ejvfee8+stGfPno2CggKcPn0aK1asMGgwCQCPHj2CQqEwK+8W1tbW8PDwsEhaREREREREXa3bPDO5detWjb+bN28GAHz44Ydmp+3m5ob8/HyoVCqNW3DFFBQU4KuvvjI77xZffvmlxdLSJiEh4alIk4iIiIiIeoZuM5hUqVSif81hY2MDtVptdjrdlZubG0aOHNlt0ly+fDmWL19u0XiIiIiIiKh7Mfk215CQECiVSjg4OKC2thYVFRXYtm2bJWMzOD+5XI6XX34Zvr6+qKiowK5du1BRUYHFixfD398fwO9XOlNSUgBAuI1W13RHxAkAnp6eSExMhIODA06cOIFvvvlGKENSUhK8vLxQWlqKnTt3oq6uDmFhYQgODoZCocC7776LRYsWwcrKChs3bgQAzJ8/HyNGjNBaRmtrayQkJOD555+HRCLBkSNH8P333+stu1iahrS7lZUVGhsbzapHIiIiIiLq3kweTMbGxuLTTz9FcXExHBwc4OfnZ8m4jMovISEBhYWF2LFjB7y9vTFr1ixs2bJF45bZtoPEDz/8EKmpqcL05s2bsWHDhg6NEwDc3d2xZcsW9O/fH4sWLRIGk/Hx8aisrMTOnTsRFRWFhIQE7Ny5E5cvX0ZVVRVeffVVjBo1Ctu3b4eDg4OQ3o4dO3SWMSEhAfb29ti0aROePHmCJUuW4Pvvv9dbdrE0DWn3f/zjH8ZXHBERERERPVVMHkweP34c4eHh8Pb2xrlz51BQUGDJuIzKLyAgAEFBQcJ0fX293vTaLmOJ22n1xQkAubm5AICamhpIpVLh88DAQKxfvx719fXIzs7Gm2++CQC4e/cu7t69CwA4e/YsamtrUVNTY1AsQ4cOxfvvv4/q6moAEAaQ5pS9s9udiIiIiIi6J5MHk5mZmZDJZBg+fDji4uJQXl6O/fv3mx1Qr1698OTJE/TurRmaWH4SiQRr165FXV2d2fmby9R6kUgkwq2hum4Rra2tNSoWKysrjYGiVCo1+9nRjmp3IiIiIiJ6upj8Ap6oqChIpVKcOXMGR44cwbhx48wOprq6GiNHjoS1tTUiIyPx22+/GZRfUVERYmJiYGdnB3t7e8TExAjzWq7+tb4K2KKhoQH+/v6QSqV44YUXAEB4xhIAZDKZxl9D6IrT1tYWQPNzjK3jafn86tWrUCqVkMlkUCqVuHbtmkFlaKFWq+Hi4qJRLzdu3MD06dMhl8uhUCgQHR1tcNl1pWlIu/MFPEREREREPV8v98Geb6kfNeDJkydaF3B2doZEIsGdO3c0Po+OjkZYWBhmzJiBgIAAZGdno6ysTGOZQYMGob6+HlVVVQYFc+fOHURFRWH69OmwtbXFnj17cP/+fb35FRUVYfTo0YiPj8ewYcOQk5ODmpoaTJ48GUuWLAEAREREYNiwYThx4oSQn0wmQ1xcHIKDg3Hu3Dn4+/tDJpPhp59+wtKlSzF79mwAQHh4OPz8/Ay6pVNXnJs2bQIA+Pn5IT8/H8uWLUPfvn0RHh6OrKwslJSUYMKECYiLi0NjYyP27NmDR48eITExEQsWLBDK4O7ujsLCwnb5KhQKxMfHo7i4GDdv3gQAlJaWYsyYMUIsmZmZePDggd6yi6VpSLuPHz8eTU1NyM/P11tfRERERET0dJKETpzc9LC2Gg0NDVoXCAwMRHJysjC9cuVKnQNPoPmtpK1/yzEtLQ0lJSWWi5iIiIiIiIi6nN7BJBEREREREVFbJj8zSURERERERM8uDiaJiIiIiIjIaBxMEhERERERkdE4mCQiIiIiIiKjcTBJRERERERERuNgkoiIiIiIiIzGwSQREREREREZjYNJIiIiIiIiMhoHk0RERERERGQ0DiaJiIiIiIjIaBxMEhERERERkdE4mCQiIiIiIiKjcTBJRERERERERuutb4HAwEAkJycL0ytXrsSTJ090Li+Xy7F+/XphOi0tDSUlJWaG+XSSSCQIDw9HTk5Oh+ZjbBtR96BvW1EqlTh8+DCampq6Ijwi6oY667hCRB2Hx3fqSSShEyc3PaytRkNDg9YFAgMDYWVlhYsXLxqdeFBQEO7du9cpg8kBAwZg3rx5cHZ2Rn5+Pr7++usOyScmJgY+Pj744IMP9C4bFRWFy5cvo7S01Kw8g4OD4enpCV9fX7z99tvt5pvTRh1l6tSp8Pf3R1pamsbny5Ytw4cffthFUXVf2raVwYMHIyAgAAcPHuzCyMQZsz30BLr6dU/Jry19+57unl9sbCw8PDzwz3/+U++yy5cvfyr6cevjijHlM5WxfdDSx+LO7oOWwOOfZZjSl8T6S1f2pbZ94mk4vhMZSu+VyafF7NmzUVBQgNOnT2PFihUdNpi0traGh4eH3uUUCgVcXV0ttqN49OgRFAqFRdLqDHK5HF5eXu0+Ly4u7oJoDJOQkICwsLB2n+fn52P37t2dHk9paSmUSiUUCgUqKysNWmf16tUYOHCgxmdHjx7F/v37OyJEg7eHtpYvXw4PDw/cvHkTH3zwAdasWQMXFxeUl5dDIpHAxcUFAKBWq3H79m189dVXKCkpEcp3//59vPXWWxYujX66+nVPyU+bzt73WDI/a2treHt7G7RsUVGRRfLsSG2PK8aUz1TG9sGOOBbz+PdsMrUvifWXrupLbfuEKcd3ou6qxzwz6ebmhvz8fKhUKo1bBw2RkJBg8LJffvmlQcuFhoZa7EphQUEBvvrqK4uk1Vn27dun9fMDBw50ahzGtG2/fv3wj3/8AytXrgQArFixAu+++y5sbW07Kjy9Ll26hPHjxxu8fMuVlddffx3Lly/Hv/71Lzg7OxuVZ0dsD21t3bpV4+/mzZsBAB9++KHw/1WrVuEvf/kLLl26hD/+8Y8Afi/fhg0bTMrXXLr6dXfKz5j206ez9z2Wzm/v3r0GL/vtt99aLF/Asu3Qou1xxZjymcrYPmjOsVgbQ/pER9S1OZ7G4193ZEpfEusvXXkupa1PGHt8J+quesxg0sbGBmq12uj13NzcMHLkSIvHM2TIkGf6W8i2zwHIZDIoFAoEBwd3Wgza2nbz5s06/50/fx6//PKL8LxpY2Mj7t69izNnznRazG0VFRUhICDA4OUfPXoEoPmKXlNTE5qamnD69GmD1++o7aEtlUql82/L/x89egSVSoXvv/8effv2FT5rvXxn6+znW4zNr7ParyeRSqVwdHS06L6pJx1XjO2Dph6LTdUd+3x3Pf49bTq7L3UkbduRscd3ou7K5NtcQ0JCoFQq4eDggNraWlRUVGDbtm2WjM0gixcvhr+/P4Dfr26kpKQI8+VyOV5++WX4+vqioqICu3btQkVFBQBg/vz5GDFihNZ1ra2tkZCQgOeffx4SiQRHjhzB999/L6Tr6emJxMREODg44MSJE/jmm2804nJ0dMT9+/eF6Zbb+FrSbz0dFhaG4OBgKBQKvPvuu1i0aBGsrKywceNGi9aVIfTFIlaf9vb2SEpKgru7O06dOqWR7qxZs+Du7o7+/fujoKDAIvmJtZGutm3dNwz1n//8RzROsbbVVwZ97t+/D0dHR6NjBpqfN1m8eHG32B5MJZPJMHnyZJSVlZmdVmhoKMLCwuDo6AiVSoW8vDwcPHgQS5cuhUKhwEcffYR58+ahb9++yM3NRWZmJgDxfq2LWJ9ISkqCj48PDhw4gISEBFRVVSE9PR3l5eV689NVBkC8/czpg7rI5XIkJSXBy8sLpaWl2LlzJ+rq6gCI9xexMnRELEDzICwxMRFqtRq7du3SGJDFx8fDz88PTk5OGvsmS+97APOPm22PK/rK995776GpqQlr1qzBhg0bIJPJDNoHivVBXfWi71isq9317T/FiNW1KXr68Q8wvQ/qaj9zyqCLIed1Ytu7KXSluXnzZqjVahw9ehRTp07FF198gRdffBEKhQIpKSkm9wnAvOM7UXdi8mAyNjYWn376KYqLi+Hg4AA/Pz9LxmWw1rfJaTuIJCQkoLCwEDt27IC3tzdmzZqFLVu2AAB27Nihc92EhATY29tj06ZNePLkCZYsWaJx8uzu7o4tW7agf//+WLRokd6T5w8//BCpqanC9ObNm4Vb9S5fvoyqqiq8+uqrGDVqFLZv3w4HBwfjK8MC9MUiVp8zZ87Eb7/9hh07dggHshbp6emQSCTtXnBhTn5ibSTWtpauF7G21VeGjtJyAG6ru2wPxpTh0qVL2LVrl9np+fj44JNPPsHdu3cxaNAgLFu2DAcPHsThw4eRnJyMIUOGYMuWLXBycsLixYuFwaRYv9ZFrE+cPn0aQUFBsLGxwTvvvIPx48dj5syZBm1HusoA6G8/S/fB+Ph4VFZWYufOnYiKikJCQgJ27twp5Kerv4iVoSNiAQBXV1ekpqZi7NixiImJ0dg+MjIytO6bOmLf01HHTV3lW7duHV588UUAQHZ2Nq5fv25QemJ9UFe96DsW62p3fftPMZ25nwd6xvHP1D6oq/3MKYMu+vqSvu3dFLrS3LVrFwYMGICcnBz84Q9/QGFhIRoaGoQvdUztE0Q9icmDyePHjyM8PBze3t44d+6cxrdt3UlAQACCgoKE6fr6eoPWGzp0KN5//31UV1cDgMbBDgByc3MBADU1NZBKpe3Wr6qqgoODA+7evas139a36d29e1dY7uzZs6itrUVNTY1BcVqavljE6tPX1xepqal4+PAhTpw4gTlz5mikre02D3Py09dG2ugaZAHi32iLxSnWtvrKoI+DgwOqqqoMXr5FSkoKXF1d8ac//ckisZi7PZgiJSUFUVFRsLGxwb1798xO77PPPsPo0aOhVCrRv39/9O7dvPv7+eefAQCHDx8GANTW1sLa2lpYT1+/1kasT1y9ehUAkJeXBwD48ccfMWXKFIPy01UGfczpg7oEBgZi/fr1qK+vR3Z2Nt58801hnlh/MbUMpsYCNL+EqrGxESdPnkRkZGS79bXtmyy97wHMP262Pa600FU+lUol9GWZTIZbt24ZlI9YHzS1L+lqd337z87U049/gOl9UFf7mVMGU+nb3i2Z5tmzZ7F48WJYWVmhb9++GD9+PFxdXfHZZ58BMK9PmHp8J+puTD6KZ2ZmQiaTYfjw4YiLi0N5eXmHvTHSHBKJBGvXrjX6FggrKyuNg5pUKjXq3v1r167By8ur3UFfn9raWqOW70jaYhGrT4lEYtbzDcbmZ0obWeLba2PbyNQ+CADe3t64du2a0esBwK1bt4QBkrmxmLs96NKrVy88efJE54Di8OHDWLt2La5cuYIrV65oXSYkJAT5+fl685o7dy5sbW1x7tw55ObmYsWKFQbFaG6/1kcqlWr8LqxYfuaUwdQ+KJZmY2MjAAh/W4j1F1PLYGosrT+TSCQG/wavpfc9gPnHTV3HFbHylZeXY8yYMUYN0sT6oKl9qSPavSP1xOMfYHofNKT9jC2DqfRt75ZMU61WQ61WIyYmBr/88gsiIyNx8uRJjfVM7RPmHN+JuhOTX8ATFRUFqVSKM2fO4MiRIxg3bpwl4zJKy5UQbVdEioqKEBMTAzs7O9jb2yMmJqbdMmq1Gi4uLhpluHHjBqZPnw65XA6FQoHo6GgAEN7s2fJtb0uebd/4mZeXh+HDh2t81tDQAH9/f0ilUrzwwgsAIDwXIFYGoPlb5dZ/DbF69WosXLjQ4OVbmFqfZWVlmDRpEqytrRESEgLg9/K1Tq9tGUzNT1cbtaatbQ0tf+urU/riFGtbQ/qgLsOGDROuYBkTe8vftm8P7KrtQZvq6mqMHDkS1tbWiIyMxG+//dauDGq1GocOHRKex2zbNp6enhg2bJghVYOhQ4ciKysLFy9ehI2NDRobG+Hv7y/0R11l0NevdRHrE0Dzb4va2toiMjISN27cED4Xy09XGVrT1n7m9EFd+56rV69CqVRCJpNBqVRqnBSJbZv6ymDKvk4sFrVajeHDh0MqlWLixIkG/+5vR+x7zD1uajuu6CvfhQsXEBsbiwsXLhicj1gfFKsXsX2kWLvr21b09Qltdc3jn2X7oFj7mXsOpo1YmmLbOyDeX0zZn12+fBljx47Fnj17oFKpNN6obE6fMPb4TtRd9XIf7PmW+lGDzm9rnZ2dIZFIcOfOHY3Po6OjERYWhhkzZiAgIADZ2dntXpIxaNAg1NfXd+hl/MmTJ2PJkiUAgIiICAwbNgwnTpwQ5hcVFWH06NGIj4/HsGHDkJOT0+4WUoVCgfj4eBQXF+PmzZsAmn8DaMyYMUL5MjMz8eDBA2zatAkA4Ofnh/z8fCxbtgx9+/ZFeHg4srKyhDTr6urg6uoKlUol3IYik8kQFxeH4OBgnDt3TjiRff7557FgwQKhDO7u7igsLBTSWrp0KWbPng0ACA8Ph5+fn8atKbraqF+/fhg5cmS7q1NiEhMTRWMRq8+bN28iPDwc06ZNw5UrV+Dp6QlbW1tcuHAB8+fPxyuvvCKUwcXFBefPnzcrP11tpK9t9fn73/8OKysrvPjiizh06JBB9aKrbX/66SeD+qC2bcXDwwN2dnY4e/asQXEDwF//+lfIZDKMGTMGP/zwQ7v5XbU9aHPnzh1ERUVh+vTpsLW1xZ49e3D//n2sWrUKzz33nHCgvXXrFl544QXExsZizJgxwsE+MjISISEhuHnzJv7zn//orRuJRII5c+Zg3LhxKC4uhp2dHYYMGYJZs2aJlkGsX4sR6xORkZEoKSnBwoUL0dTUhD179gi3R4nlp6sMra/Mams/Q9pdG7F9T0lJCSZMmIC4uDg0NjZiz549wtt2xbZNsTLo29fpIhZLnz59YGVlheTkZNjY2GjUdQsrKytMmTJF2N711Zmp+x5DjptitB1X9JXv8ePH6Nevn1H7EbE+qKte9B2LxdpdbFsxpE9oq2se/yzbB3W1n6enp8ll0EVfXxLb3sX6i6n7s9raWvTp0wf5+fkYOHAgjh07Jty2bGqfMOX4TtRdSUInTm56WFuNhoYGrQsEBgYiOTlZmF65cqXobUJyuVzj94DS0tJQUlJiuYifIhKJBBEREcjOzu7QfHS1kb29PV566SVs3769Q/Mn0+jbVqZOnYpDhw51+s9RUMeytrbGxo0b8cYbb1jk+SEy3YQJE3D69GmMGDECY8eObfeClO7I2OPKoEGD4OvrKzzX/Kzg8Y+6Mx7fqSfRO5ikp9e0adNw8uRJi7y8hIgsY/Xq1Rg4cCBUKhXWrFnT1eE80xYvXgwvLy9UVFTg888/F36epadYvXo1Hj58iK1bt+Lx48ddHU6n4vGPiKhzcDBJRERERERERjP5BTxERERERET07OJgkoiIiIiIiIzGwSQREREREREZjYNJIiIiIiIiMhoHk0RERERERGQ0DiaJiIiIiIjIaBxMEhERERERkdE4mCQiIiIiIiKjcTBJRERERERERuNgkoiIiIiIiIzGwSQREREREREZjYNJIiIiIiIiMlpvfQsEBgYiOTlZmF65ciWePHmic3m5XI7169cL02lpaSgpKTEzzKeTRCJBeHg4cnJyOiwPpVKJw4cPo6mpqcPyICIiIiIiaksSOnFy08PaajQ0NGhdIDAwEFZWVrh48aLRiQcFBeHevXudMpgcMGAA5s2bB2dnZ+Tn5+Prr7/ukHxiYmLg4+ODDz74QO+yUVFRuHz5MkpLSzskFgAYPHgwAgICcPDgwQ7Lg0gXY7YHImNMnToV/v7+SEtL65H5tRUcHAxPT0/4+vri7bfffuryi42NhYeHB/75z3/qXXb58uXcZxAR9RB6r0w+LWbPno2CggKcPn0aK1as6LDBpLW1NTw8PPQup1Ao4Orq2uGDvNLSUiiVSigUClRWVnZoXtT9rV69GgMHDtT47OjRo9i/f3+H5Gfo9kC/W7NmDVxcXAAAarUat2/fxldfffXM3sGhi1wuh5eXV4/NT5tHjx5BoVA8lflZW1vD29vboGWLiooskicREXW9HvPMpJubG/Lz86FSqTRuszVEQkKCwct++eWXBi0XGhpq0tVcU1y6dAnjx4/vlLyoe2v5tv/111/H8uXL8a9//QvOzs5GpdER2wP9bvPmzQCAVatW4S9/+QsuXbqEP/7xj10clThj+oSl7Nu3r9vnZ8l6KSgowFdffWWx9Do7v7179xq87LfffmuxfIGu6Z9ERNSsxwwmbWxsoFarjV7Pzc0NI0eOtHg8Q4YMQXFxscXT1aaoqAgBAQGdkhd1b48ePQLQfMWrqakJTU1NOH36tMHrd9T2QL9TqVQAmttKpVLh+++/R9++fbs4Kt26qk909nPgxubHbcV4UqkUjo6OCA4OtliabAcioq5l8m2uISEhUCqVcHBwQG1tLSoqKrBt2zZLxmaQxYsXw9/fH8Dv3/inpKQI8+VyOV5++WX4+vqioqICu3btQkVFBQBg/vz5GDFihNZ1ra2tkZCQgOeffx4SiQRHjhzB999/L6Tr6emJxMREODg44MSJE/jmm2804nJ0dMT9+/eF6bCwMAQHB0OhUODdd9/FokWLYGVlhY0bN+qNs0+fPkhKSsLgwYORmZkJJycnjStC9+/fh6OjowVqk3qSAQMGYPHixd1ie9AmNDQUYWFhcHR0hEqlQl5enkG3hYvte3TFqW/70xVLUlISfHx8cODAASQkJKCqqgrp6ekoLy8HALz33ntoamrCmjVrsGHDBshkMo361kcmk2Hy5MkoKysTPjNlX9By62xL3m2nxdIUq0+xPiFGV30uXboUCoUCH330EebNm4e+ffsiNzcXmZmZAAB7e3skJSXB3d0dp06dMqgOxcqur/3E8hPrn2L1IlbXppLL5UhKSoKXlxdKS0uxc+dO1NXVARDfNk3dxkyNBWj+IjUxMRFqtRq7du3S+FI1Pj4efn5+cHJyQkFBgUaauupMrHxi7dBdzlGIiHo6kweTsbGx+PTTT1FcXAwHBwf4+flZMi6Dbd26FUDzgUTbSU5CQgIKCwuxY8cOeHt7Y9asWdiyZQsAYMeOHTrXTUhIgL29PTZt2oQnT55gyZIlGifP7u7u2LJlC/r3749FixbpPXm+fPkyqqqq8Oqrr2LUqFHYvn07HBwcDIpz5syZqKysxI4dO/D8889j+vTpvL2QRLWcWLXVXbYHAPDx8cEnn3yCu76j0R4AACAASURBVHfvYtCgQVi2bJlBJ7pi+x5dcerb/nTFcvr0aQQFBcHGxgbvvPMOxo8fj5kzZwp1tm7dOrz44osAgOzsbFy/fl1v/C1a2ujSpUvYtWuXRhmM3Rd8+OGHSE1N1Uh7w4YNBqUpVp9ifUKMrvo8fPgwkpOTMWTIEGzZsgVOTk5YvHixMJicOXMmfvvtN+zYsUMYJOgjVnZ97SeWn1j/1Let6KprU8XHx6OyshI7d+5EVFQUEhISsHPnTiE/XdumqduYqbEAgKurK1JTUzF27FjExMRo7IsyMjIgkUjavXxHrM7EyifWDt3lHIWIqKczeTB5/PhxhIeHw9vbG+fOndP4lrE7CQgIQFBQkDBdX19v0HpDhw7F+++/j+rqagDQOFkBgNzcXABATU0NpFJpu/Wrqqrg4OCAu3fvAgDu3r0r/P/s2bOora1FTU2NQXH6+fkhNTUV9fX1OHPmDJKSkjTycnBwQFVVlUHlomdDSkoKXF1d8ac//Unj867aHrT57LPPMHr0aCiVSvTv3x+9exu2OxLb9+iKU9/2pyuWq1evAgDy8vIAAD/++COmTJkirKdSqWBtbQ2g+SrjrVu3DCoD0NxGUVFRsLGxwb1794TPTdkXtG3HlltpDUmzI/bluurz559/BgAcPnwYAFBbWyvUHwD4+voiNTUVDx8+xIkTJzBnzhy9eYmVXV/7ieVnav80dRsTExgYiPXr16O+vh7Z2dl48803hXli26apZTA1FqD5hV+NjY04efIkIiMj262v7XZisTrTt+/R5Wk5RyEietqZfGTJzMyETCbD8OHDERcXh/Ly8g57Y6Q5JBIJ1q5dq3EbjiGsrKw0TkqkUqlRz2Reu3YNXl5ewglsa7W1tUbFaWVlJZq3t7c3rl27ZnBs9Gy4deuWcNLeoqu2B23mzp0LW1tbnDt3Drm5uVixYoVB64ntewyJU9v2Z2gsUqm03e/slpeXY8yYMe0GcIY4fPgw1q5diytXruDKlSsAzNsX6CKWZkfsy01tW4lEYna/EtO2/cTyM6cMpmxj+tJsbGwEAOFvC7E+b2oZTI2l9WcSiUT0N6nbpinW503Z9zwt5yhERE87k1/AExUVBalUijNnzuDIkSMYN26cJeMySsuVEG1XRIqKihATEwM7OzvY29sjJiam3TJqtRouLi4aZbhx4wamT58OuVwOhUKB6OhoAICtrS0ACN+mt+TZ8nmLvLw8DB8+3CJxlpWVITQ0FDKZTOuLBoYNGyZ8807PtrZ97MCBAxrzu2p70Gbo0KHIysrCxYsXYWNjg8bGRuH5ZzFi+x5dcWqrG2NiCQoKgq2tLSIjI3Hjxg2NdS9cuIDY2FhcuHBB4/OVK1dqvTW0dRxqtRqHDh0SnjcFTN8XNDQ0wN/fH1KpFC+88AIACGUQS9OQfbm2PiFGV33KZDIAuvtLWVkZJk2aBGtra4SEhGiUQYxY2QHd7SeWnyH9U1u9GLKN6dJSPy1/W1y9ehVKpRIymQxKpVLjy0OxPq+vDLryEyMWi1qtxvDhwyGVSjFx4kSDf2NZrM7Eytc637bt0J3OUYiIerJe7oM931I/atD5DaKzszMkEgnu3Lmj8Xl0dDTCwsIwY8YMBAQEIDs7W+MlEgAwaNAg1NfXd+gtmJMnT8aSJUsAABERERg2bBhOnDghzC8qKsLo0aMRHx+PYcOGIScnR+P2NqD5NyHj4+NRXFyMmzdvAmj+/cYxY8YI5cvMzMSDBw+wadMmAM23m+Xn52PZsmXo27cvwsPDkZWVJaRZV1cHV1dXqFQqVFdXIzExEQsWLBDidHd3R2FhoUFxlpWVYerUqYiOjkZpaSkCAwOFvDw8PGBnZ4ezZ89aumrpKfTXv/4VMpkMY8aMwQ8//NBufldtD9pIJBLMmTMH48aNQ3FxMezs7DBkyBDk5+eLrie279EVp77tTyyWyMhIlJSUYOHChWhqasKePXs0bsN7/Pgx+vXr124bHDduHKysrHDy5EmNz1etWoXnnntO+BLo1q1beOGFFxAbG4usrCyT9wUymQxxcXEIDg7GuXPnhMHbTz/9JJqmIftybX3ClLadNWsWAN395ebNmwgPD8e0adNw5coVeHp6wtbWtt1AvS2xsou1n1h+hvRPbfViyDamzdKlSzF79mwAQHh4OPz8/IRbM0tKSjBhwgTExcWhsbERe/bsEd7crKvPi7VDfn6+aH5ixGLp06cPrKyskJycDBsbm3bbCtB8pXHKlCk4dOiQ8JlYnYmVT6wdDOnXRERkPknoxMlND2ur0dDQoHWBwMBAJCcnC9MrV64UvXVFLpdr/M5jWlraM/tj3BKJBBEREcjOzrZYmjKZDBs2bMCaNWugUqkwdepUHDp0qNNfo0/0LLC2tsbGjRvxxhtv6Hz2bdCgQfD19RWeG+0sbfcF1J4h7UedY8KECTh9+jRGjBiBsWPHtnsJDxERPZ30Diape2n5+YHy8nK89957XR0OUY+2evVqDBw4ECqVCmvWrNE6/+HDh9i6dSseP37cqbFxX6CfvvajzrN48WJ4eXmhoqICn3/+ufDzLERE9HTjYJKIiIiIiIiMZvILeIiIiIiIiOjZxcEkERERERERGY2DSSIiIiIiIjIaB5NERERERERkNA4miYiIiIiIyGgcTBIREREREZHROJgkIiIiIiIio3EwSUREREREREbjYJKIiIiIiIiMxsEkERERERERGY2DSSIiIiIiIjIaB5NERERERERkNL2DycDAQGzevFn416tXL9Hl5XK5xvJeXl4WC/ZpI5FIoFQqhWmlUgmJRNKFERH9rm3/pO6P+xAiIiLqTgy6Mvnvf/8bKSkpSElJwZMnT0SXffjwobBsenq6RYI0VUxMDJYvX27SusHBwXjppZfwl7/8xeT8IyMjcf36dWH6+vXriIyMNDk9MkxHtbspfaKr+6CYtv3TXMuWLbNYWqYwtK4tFWdXtC33IURERNSd9O7qADqStbU1PDw8TF7/0aNHUCgUJq2rUCjg6uqKgwcPCp+VlpZCqVRCoVCgsrLS5LiomaurK+bMmQMXFxc8fPgQv/zyCz7++OMObXdj+0RX9kEx2vqnuYqLiy2WlikMrWtLxdkVbct9CBEREXUnPfqZyS+//NLkdQsKCvDVV1+ZvH5oaCguXrzY7vNLly5h/PjxJqdLv3v55ZeRm5uLN998ExkZGXBxcQHQce1uSp/oyj4oRlf/NMeBAwdMWi8hIcEi6xla16bG2VZXtS33IURERNRd9OjBZFcaMmSI1isgRUVFCAgI6IKIeh6FQoHS0lI8fvwYP//8M86cOdPVIT01dPVPU8hkMigUCgQHBxu9rpubG0aOHNkp65kTZ3fCfQgRERF1Fybf5hoSEgKlUgkHBwfU1taioqIC27Zts2RsFovF09MTiYmJcHBwwIkTJ/DNN98AaH5Z0MsvvwxfX19UVFRg165dqKioEM0rKSkJPj4+OHDgABISElBVVYX09HSUl5drLOfo6Ij79++3W//+/ftwdHS0QKnp/PnzeO2115CVlYVTp04hOztbY74l291cXdEHxbTtn2JphoWFITg4GAqFAu+++y4WLVoEKysrbNy4EQAwa9YsuLu7o3///igoKBDSXLp0KRQKBT766CPMmzcPffv2RW5uLjIzMwEA8+fPx4gRIwAAmzdvBgCkpKTojV3ferrqWlecgHn7s85uW+5DiIiIqLsw+cpkbGwsdu/ejVWrViEtLQ3nz5+3ZFwWjcXd3R1btmzBRx99hNDQUOHzhIQEFBYWYu3atcjMzMSsWbP05nX69Gn07dsXNjY2eOedd3D+/HnMnDnT4mUi/Xbv3o3Dhw8jOjoar7/+ervnzyzZ7ubq7n1QLM3Lly8jKysLMpkMo0aNwvbt27Fr1y5h3fT0dKSmprZL8/Dhw3BwcMCQIUOwZcsW/Otf/8KkSZOE+Tt27BAGgS0v7TKEvvV01bWuOAHz9mfdvW2JiIiIOorJVyaPHz+O8PBweHt749y5c+2+6e9M+mLJzc0FANTU1EAqlQqfBwQEICgoSJiur6/Xm9fVq1cBAHl5eQCAH3/8EVOmTGm3XFVVFRwcHHD37l2Nzx0cHFBVVWVgyUiMm5sb8vLycOrUKcydOxdz585FWlqaMN+S7W6uruiDYtr2T7E07969Kyx39uxZ1NbWoqamRiO9pqamdnn8/PPPAJoHlQBQW1sLa2tro+I0ha66BrTHCZi3P+vstuU+hIiIiLoLkweTmZmZkMlkGD58OOLi4lBeXo79+/dbMrYOj0UikWDt2rWoq6szOW+pVKr151KuXbsGLy+vdoNJb29vXLt2zeT86HdBQUEoKyuDWq1GRkYG1q1bZ9B6lmh3S+nIPihGV//Ul2Ztba1JMXZ3HbE/66i25T6EiIiIuguTb3ONioqCVCrFmTNncOTIEYwbN86ScVkkFltbWwAQroa0XDVo+byoqAgxMTGws7ODvb09YmJiNNKVyWQaf1sLCgqCra0tIiMjcePGjXbz8/LyMHz48HafDxs2TLjqQObx8PBASEgIrK2tMWLECNy+fRtAx7a72DxturIPitHVP3Wl2RJ32yt9bee3jrPl/7rK3kKtVsPFxcXofUjb9fTVta44AdP2Z13VttyHEBERUXfRy32w51vqRw06r2w4OztDIpHgzp07Gp9HR0cjLCwMM2bMQEBAALKzs1FWVqaxzKBBg1BfX9/ht2TpimXTpk0AAD8/P+Tn52PZsmXo27cvwsPDkZWVhaKiIowePRrx8fEYNmwYcnJyhNv3li5ditmzZwMAwsPD4efnJ9z6FhkZiZKSEixcuBBNTU3Ys2dPu1vY6urq4OrqCpVKherqagDNgx87OzucPXu2Q+vjWTF48GCMGDEC0dHRcHZ2RkZGBqqrqzus3cXm6dKVfVCMtv6pK83ExEQsWLAAABAREQF3d3cUFhYKac2fPx+vvPKKEKeLiwvOnz+vt+wtFAoF4uPjUVxcjJs3bxpchrbr6ctPV5yAYfuztrqibbkPISIiou5EEjpxctPD2mo0NDRoXSAwMBDJycnC9MqVK0VvqZPL5Vi/fr0wnZaWhpKSEstF3MWsra2xceNGvPHGG3pP3iUSCSIiIoS3jE6dOhWHDh3S+dwWkSGM6YNiWvdPS6VJ5tHXDtyHEBERUXeidzBJmlavXo2BAwdCpVJhzZo1XR0OPYM6og+yX3cPbAciIiJ6mnAwSUREREREREYz+QU8RERERERE9OziYJKIiIiIiIiMxsEkERERERERGY2DSSIiIiIiIjIaB5NERERERERkNA4miYiIiIiIyGgcTBIREREREZHROJgkIiIiIiIio3EwSUREREREREbjYJKIiIiIiIiMxsEkERERERERGY2DSSIiIiIiIjJab30LBAYGIjk5WZheuXIlnjx5onN5uVyO9evXC9NpaWkoKSkxM8zuSyKRIDw8HDk5OV0dSqdQKpU4fPgwmpqaujoUIiIiIiLqQgZdmfz3v/+NlJQUpKSkiA4kAeDhw4fCsunp6RYJ0hKWLVvWIelGRkbi+vXrHZJ2d3T9+nVERkZ2dRgG66h2p/a6uq5jY2OxZMmSLo2BiIiI6FnyzNzmWlxcbPE0FQoFXF1dUVpaavG0u6vS0lK4urpCoVB0aRybN2/G5s2bER4eDgCQyWTCZ611RLuTdl1d19bW1vD29u7SGIiIiIieJc/MYPLAgQMWTzM0NBQXL160eLrd3aVLlzB+/PgujWHjxo24f/8+jhw5AgBQqVT47rvvNG6xBjqm3Um7rq7rvXv3dmn+RERERM+aHj+YlMlkUCgUCA4OtnjaQ4YM6fKrMV2hqKgIAQEBXRrDr7/+irq6Ojg7OwufNTU14c6dOwA6tt1JE+uaiIiI6Nmk9wU8uoSEhECpVMLBwQG1tbWoqKjAtm3bLBmbwVpubfz8888xe/ZsSKVSpKSkAABmzZoF9/9v7+6Dor7uPY6/F1lgpbi4W4kYxCj4gBViI1cTBJIoq5iWRmhqijGN3rnqJHcmsdrGRKdpO62Z1GaSXCedibE3UydOKHpTm9yEgOahqARMFR9KNCDgQ24KkSDgBkFWl/sH5ZessE8kYEw+rxkHfr/zO7/zPeeszn49v4f4eGJiYti/f79HveHDh7N48WImTpxIY2MjBQUFNDY28swzz+ByuXj77beZP38+O3bsYM6cOdjtduO8ADabjdbWVmM7MzOTWbNmYbfb2bBhAytXriQkJISNGzf6bA+8j+eSJUtITEzktddeIy8vj5aWFrZt20ZDQ4NxziVLljBhwgROnTrFiy++SHt7Ow8++CB2u50tW7Zw7733Eh0dTWlpKUVFRT7b8xcnQGtrKzab7Uudw4E4duwYN954I7t37yYqKgqn02mUDea8X+mbMu/eeBtrf7H4kp6eTmZmJjabjc7OTsrKynjjjTf81oOe/+TJz8/H5XJRUFBAXV1dQHPU33j6+0wMZDz9xSIiIiJyrRgWf8P4X7m6Lnp9sM6oUaMwmUzGik+vBx54gG3btrF9+3aOHDmCy+Xio48+8jhmzJgxdHR00NLSMmgdADhy5Ahjx47l5Zdfxu12U1xcbCR5R48eZd++fWRnZ1NcXOxR7+677+bIkSMUFBTQ3NxMTk4O7733Hi0tLTQ3N1NSUkJKSgo7d+7k/Pnz7Nmzh3Pnzhn1HQ4H77zzjjF2Fy5coLGxkZkzZ9LW1sbrr7/OiRMnOH/+vM/2wPt4Xrx4kYyMDKqrq9m+fTthYWFkZGQY9RYtWoTT6eSPf/wjY8aM4cYbb+To0aM4nU5mz57NuXPn2LlzJ8eOHeNHP/qR8dRZX/PnK06AYcOGMWfOHN58883BmM6AdXV1cfvtt1NeXs7MmTM5fPgwly5dAgZ33q/0TZl3b7yNtb9YfJkzZw47duzglVdeoaamhvz8fHbt2uW3XnZ2No2Njbz00kt0d3eTmZlJRUWF3znyNp7+PhMDGU9/sYiIiIhcKwa8Mrlv3z6ysrJISEjg0KFDfVZ/hlJDQwMmkwmr1YrFYuHkyZMe5d5eY5GUlERqaqqx3dHRAUBlZSX3338/ISEhREdHM3v2bOLi4ti6datH/ZaWFqxWK01NTQA0NTUZv1dWVuJ0Oj2+IHprD7yPZ3V1NQBlZWUA7N27l7lz5xr1pk6dyuOPP05HRwclJSWsW7cO6Fm1A4yEz+l0EhYW5rc9f3ECWK3WQf8PgkCcPn2aqKgoRo4cicVi6RPnYM37lb4p8+5Lf2PtLxZftm7dyowZM3A4HMTExBAaGvg/VW+//TZut5vy8nLjycP+5sjbePr7TAxkPP3FIiIiInKtGHAyWVRUREREBCkpKSxcuJCGhgZeffXVLzO2oBw7dozc3Nw+iaQvJpOJ9evX097e7rHf5XLhcrnIycnhww8/JDs7m/Ly8j71a2pqmDBhgvHF8PM+f8mlv/Yg8PE0m80eq8gmkwm32w1g/AyEr/Z8xQmQkJBATU1NwG0Npg8++ICMjAw+/vjjgOt80Xn35es870PpnnvuwWKxcOjQIUpLS1m9enXAdXvHw2Qy9XvFhbc56m88/X0mvuh49heLiIiIyLViwA/gWbBgAWazmQMHDvDWW2+Rlpb2ZcYVtCNHjpCcnExlZWWfMrPZDPQ8KOTzamtrycnJITIykhEjRpCTk2OUHT9+nFtuuYXCwkI6Ozv7fWprWVkZKSkp/bbV+zPQ9vyNZ2pqKhaLhezsbI+Eubq6GofDQUREBA6Hw0jyevvauxLUG4/FYvHbnq84AZKTk40Vs6utqqqKjIwMjh492qdssOa9P9+EeQ+k/58fa3+x+DJt2jSKi4upqqoiPDwct9vN5MmT/dZzuVykpKRgNpu59dZbPV7b42uOvI0n+P5MDHQ8fcUiIiIicq0Y8D2Td9xxB5mZmdx5550kJSVRUlLCmTNnPI4ZqnsmAT799FNsNlufZHLp0qX85Cc/ASArK4vRo0dz+PBhoOfL3owZM8jNzSU5OZndu3cbl5s5nU6ioqKoqKggNjaWPXv29LmUr729nbi4ODo7O2lrayM/P59ly5YBMG/ePOLj4zl48KBxvK/2fI1ndnY29fX1LF++nO7ubgoLC41L5urr68nIyGDhwoW43W4KCwvp6uriySefBGDSpElUVFTw0EMPER0dTVZWFsXFxT7b8xXnuHHjiIyM7DdpvxrOnTtHbGwsBw4c8Ng/mPN+pW/CvPvibaz9xeKLyWRi0aJFpKWlUVdXR2RkJFOmTKGiosJnvaioKEJCQlixYgXh4eHGmPmbI2/jCb4/EwMZT3+xiIiIiFwrTOm33t59wdnGxYsX+z1g6tSprFixwthes2aN18QTep5g+Pl3/W3atIn6+vovL+KvGJPJxLx58ygpKRmU84eFhbFx40YeffTRoO5hGyzz589n165dfhMs+WK+avMuIiIiInIlv8mkXF1r164lNjaWzs5OHnnkkasdjgwRzbuIiIiIfNUpmRQREREREZGgDfgBPCIiIiIiIvLNpWRSREREREREgqZkUkRERERERIKmZFJERERERESCpmRSREREREREgqZkUkRERERERIKmZFJERERERESCpmRSREREREREgqZkUkRERERERIKmZFJERERERESCpmRSREREREREgqZkUkRERERERIJ2VZLJxO9c5hd/6DT+hAzr9nm8Zbjb4/j4xMtDFKkMNZPJhMPh8NiXZbdRMjOVLLuNV1Kne62bOiKKl6YnB112tXnrn8PhwGQyXcXIRERERES8C71aDRduNlNzdFif/d8a0c2CH3ex4/lwY1/HhRB+858RAEybqUTyWpOTk0NiYiJPP/2032Ozs7M5fvy4sT0mLIz7bxjLU/Unuf+GsTz2Qa3XuouvH8Oe5pagy/rz0vRkFh/+R8DH58WMYnq0lVkjo5m//0DA9Xz178SJE2RnZ/PGG28EfD4RERERkaHiM5m8b3Un8QmfbZ+pg61PRQxaMI67XNx8u5LFr5uwsDDGjRvn9zi73U5cXJxH8pQbex0rjr7Pj8fEsuLo+zS7LvVbd5Q5lDSbjd+cqAuqzJsDbecDPrbXRbeb6y2WoOr46t+pU6dwOBzY7Xaam5uDjkdEREREZDD5vMx161MRPPHTnhXC3/0sfFATSYDd/2PmyZ+HDWobMvjy8vI8tl9++eWA6qWnp1NVVeWx7w+nP6TZdcn46U3+mDH87ZNPaLnU9xhvZesSJng931MnT3st66/eX842saG23msdb/z17/3332f27NlBn1dEREREZLD5vWfS1dVzz1ZXx9Dcu9VxYeC3cf77wxdZ9vOLX2I0EqyxY8fy3e9+d0B1p0yZQl1d4KuHvUJNJnLHjGbb//0z4LJpkZEsuG5Un+Mjhw1jbFgYeTF9y3zVGyy1tbUkJSUNWXsiIiIiIoEa0D2TS9d0YrV1U/hcOHnLuoiKhvfeGcY7/2v+suMLSjDPKsnMzGTWrFnY7XY2bNjAypUrCQkJYePGjQAMHz6cxYsXM3HiRBobGykoKKCxsRGAm2++GYfDgdVqxel00tjYyObNm1myZAmJiYm89tpr5OXl0dLSwrZt22hoaDDOuWTJEiZMmMCpU6d48cUXaW9v58EHH8Rut7NlyxbuvfdeoqOjKS0tpaioyGd7/uL05ZlnngFg06ZNrFy5kvDwcFatWuW3D+np6WRmZmKz2ejs7KSsrMy4LHXp0qVMnz7d4/yrVq0y2hw/fjz5+flYrVbeffddXnnlFY+YbDYbra2tgU/iv3xv1Lf554UOqtrbAyp7OmkyjutiAKi6LQOAaX/bC8BjiQlMs0Yxbvhw/nK2yeNcvur5Yg0dxuOTJ/FvI0dS3/4pv6iu5cSFCwH1rbW1FZvNFtCxIiIiIiJDaUDLgGUlZkZEm0ic6mbr0+G89IcwZs31fgniUPnv34XzwsZw/wcCx48fp7i4mIiICG666Saef/55CgoKjPK8vDwOHjzI+vXrKSoq4q677jLKfvCDH/DnP/+Zhx9+mE2bNnH48GEA/v73vxMdHU14eDi//e1vOXz4MD/84Q+Nerm5uTQ3N/PrX/+as2fPGpeDvvnmm1itVqZMmcKzzz7Lc889x2233ea3PX9x+vLLX/6S06dP09DQwOuvv85jjz0WUB8SExN54YUXWLt2LZs3b2bu3LlG2Z/+9CcjeVy1apVHIgkQHx/Ps88+y5YtW0hPTw8ozkDcPWY0hQ39J9D9lf30eLWRBE77216PhHBtdQ3f9/IAHV/1fFmXMIHXzzaRXlbOs/WnWZ/o/fJaEREREZFrxYBWJk9UDQNc7Cvpqd7uNGE2X1uvMGhqaqKpqWflqbKyEqfTyfnznz10JSkpidTUVGO7o6PD+H3fvn1kZWWRkJDAoUOH2L9/PwDV1dUAlJWVAbB3716PZGvq1Kk8/vjjdHR0UFJSwrp16wA4duwY0JNUAjidTsLCwvy25y9OX9ra2tixYwfLly9n+/btRt/99WHr1q3MmDEDh8NBTEwMoaGBf4RKS0sBOH/+PGZz31XslpYWrFarMS+BmBYZSazFQlHTJ0GV+dL9Jb+OI91u53uxo43tT33c+3klq9VKS0vgT6EVERERERkqV+3VIF8lTqezzz6TycT69etp7+fSyaKiIiIiIkhJSWHhwoU0NDTw6quv9jnObDZz+fJnT6c1mUy43W4A42cgfLXnK85AnDlzxrhEtj9X9uGee+7BYrFw6NAhSktLWb169YDa7U9NTQ0TJkwIKpm8N+56djY0cqm777tKfZUNJZMJMveVc66fhwP5k5CQQE1NzSBEJSIiIiLyxfi9zDXU3PNFPCzisy/kvb+bw7o9jokYHniC5M23R/ecI3Zc8K8ICfYBPL2rY/2tktXW1pKTk0NkZCQjRowgJyfHKFuwYAFms5kDBw7w1ltvkZaW5lE3NTUVi8VC15XU2wAAA2xJREFUdnY2J0+eNPZXV1fjcDiIiIjA4XAYSUJERM9TcntXI3vjsfzrNRO+2vMV55o1a/pcatpr5MiRTJo0ib/+9a/Ex8cTHx8fUB+mTZtGcXExVVVVhIeH43a7mTx5skddl8vF6NGjjTh7++Gtf73KyspISUnpN97+2EJDufXbdgo+6vvgHV9lvbrcbiYOt7Bo9HUe+y0hPX8tvjWs73tQfdWL/NfxV9Y70NLKT8ffwMjQUK4zm/nZ+Bv89OwzycnJxiqxiIiIiMhXybD4G8b/ytV10WP1qdd9qzv5/uKe/enzLzN+yiWOlIey7r96ErYbprg5/G4o963pYkQ0zJ53mT1F/hc7bTHdmEKg+WPPXNZxl4vc+3pWb26a7SZqZDcn/uH5xTzm+m4udkDbub558E3pPbEeKvMfQ35+PsuWLQNg3rx5xMfHc/DgQaO8traWGTNmkJubS3JyMrt37zYuBb3jjjvIzMzkzjvvJCkpiZKSEs6cOQNAdnY29fX1LF++nO7ubgoLC41LT+vr68nIyGDhwoW43W4KCwvp6uriySefBGDSpElUVFTw0EMPER0dTVZWFsXFxT7b8xVnWloaISEhlJeX9+n/E088wYgRI9i/fz/Lli3jlltuobi42G8fTCYTixYtIi0tjbq6OiIjI5kyZQoVFRXGue12O7m5udTV1XH69Gm//evV3t5OXFwcnZ2dtLW1+Z3DpXFjaL98mZ0f913J9FXWKy4snIcnJnKwtZWjzk+BnofsPPGdnqen/se4sUy0WCj5pNlvvW03JvOLyRONemlWK3/5+CwAB1pb+d51MTycmMDcUTY2n/qQsy6X3/6NGzeOyMhIKisr/R4rIiIiIjLUTOm33t59wdnGxYtD90qNxO9cJv+Bz75Mb3gwHPdl7/epWYa7+dnvu4ztrU+bOVPb/6rR1RQWFsbGjRt59NFHA7538avmavfBZDIxb948SkpK/B770vQUnqo/yYHzfS9T9lV2rZg/fz67du2i+ypfpisiIiIi0p+rkkx+Xa1du5bY2Fg6Ozt55JFHrnY4A/J16IOIiIiIiAw+JZMiIiIiIiIStAG9Z1JERERERES+2ZRMioiIiIiISNCUTIqIiIiIiEjQlEyKiIiIiIhI0JRMioiIiIiISNCUTIqIiIiIiEjQ/h/wdB2xXPqR6gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"./data/11_2.png\",width=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.使用scrapy shell"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "scrapy shell可以看成一个在python终端基础上添加了扩充功能的python控制台程序,这些扩充包括若干功能函数和内置对象"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>功能函数</b>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "scrapy shell提供的功能函数主要包括以下3种：\n",
    "1. shelp()：打印可用对象和快捷命令的帮助列表\n",
    "2. fetch(request_or_url)：根据给定的请求request或URL获取一个新的response对象,并更新原有的相关对象\n",
    "3. view(response)：使用本机的浏览器打开给定的response对象,该函数会在response的body中添加一个<base>标签,使得外部链接能正确显示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>内置对象</b>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用scrapy shell下载指定页面时,会生成一些可用的内置对象,例如response对象和selector对象(针对Html和XML内容).这些对象包括：\n",
    "1. crawler：当前Crawler对象\n",
    "2. spider：处理URL的spider\n",
    "3. request：最近获取到的页面的request对象.可以使用replace()修改该request,也可以使用fetch功能函数来获取新的request\n",
    "4. response：包含最近获取到的页面的Response对象\n",
    "5. sel：根据最近获取到的response构建的Selector对象\n",
    "6. settings：当前的scrapy settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename=\"./data/11_3.png\",width=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "将request的请求方式更改为POST,然后调用fetch()函数获取新的response"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"./data/11_4.png\",width=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"./data/11_5.png\",width=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "当scrapy shell载人页面后,将得到一个包含Response数据的本地response变量.在终端输入response.body可以看出终端输出response的包体,输入response.headers可以看到response的包头"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "输入response.selector时,将获取一个response初始化的类selector的对象(对HTML及XML内容),此时可以通过使用response.selector.xpath()或response.selector.css()来对response进行查询.另外scrapy还提供了一些快捷方式,例如response.xpath()或response.css()同样可以生效"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.scrapy选择器方法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "与scrapy选择器相关的有4个常用的方法,具体如下：\n",
    "1. xpath()：传入xpath表达式,返回该表达式对应的所有节点的selector对象列表\n",
    "2. css()：传入css表达式,返回该表达式所对应的所有结点的selector list列表,语法同bs4\n",
    "3. extract()：返回该选择器对象(或对象列表)对应的字符串列表\n",
    "4. re()：根据传入的正则表达式对选择器对象(或对象列表)中的数据进行提取,返回Unicode字符串列表"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "其中,前两个方法返回的都是选择器列表,最常用的是xpath()方法;后两个方法则是返回选择器对象(或对象列表)的字符串内容"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 三.Item Pipeline--后期处理数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "当Item在spiders中被收集之后,会被传递到Item Pipeline(管道).用户可以在scrapy项目中定义多个管道,这些管道按定义的顺序依次处理Item"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "每个管道都是一个python类,在这个类中实现了一些操作Item的方法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.自定义Item Pipeline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "自定义Item Pipeline很简单,每个Item Pipeline组件都是一个独立的python类.该类中的`process_item()`方法必须实现,每个Item Pipeline组件都需要调用process_item()方法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`process_item()`方法必须返回一个Item(或任何继承类)对象,或者抛出DropItem异常,被丢弃的Item将不会被之后的Pipeline组件所处理.该方法的定义如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "process_item(self,item,spider)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从定义可知,`process_item()`方法有2个参数,分别是：\n",
    "1. item：表示被爬取的Item对象\n",
    "2. spider：表示爬取该Item的spider对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import something\n",
    "\n",
    "class SomethingPipeline(object):\n",
    "    def __init__(self):\n",
    "        # 可选实现\n",
    "    def process_item(self,item,spider):\n",
    "        # item(Item对象)--被爬取的Item\n",
    "        # spider(Spider对象)--爬取item的spider\n",
    "        # 这个方法必须实现\n",
    "        # 这个方法必须返回一个Item对象\n",
    "        return item\n",
    "    \n",
    "    def open_spider(self,spider):\n",
    "        # spider(Spider对象)--被开启的spider\n",
    "        # 可选实现"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.item写入JSON文件"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>创建一个管道类</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "\n",
    "# Define your item pipelines here\n",
    "#\n",
    "# Don't forget to add your pipeline to the ITEM_PIPELINES setting\n",
    "# See: https://doc.scrapy.org/en/latest/topics/item-pipeline.html\n",
    "\n",
    "import json\n",
    "\n",
    "class MyspiderPipeline(object):\n",
    "\n",
    "    def __init__(self):\n",
    "        self.file=open(\"teacher.json\",\"w\",encoding=\"utf-8\")\n",
    "\n",
    "    def process_item(self, item, spider):\n",
    "\n",
    "        content=json.dumps(dict(item),ensure_ascii=False)+\"\\n\"\n",
    "        self.file.write(content)\n",
    "        return item\n",
    "\n",
    "    def close_spider(self,spider):\n",
    "        self.file.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>启用Item Pipeline组件</b>\n",
    "\n",
    "要启用Item Pipeline组件,必须将它的类添加到settings.py文件的ITEM_PIPELINES配置项中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ITEM_PIPELINES = {\n",
    "    'myspider.pipelines.MyspiderPipeline': 300,\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ITEM_PIPELINES配置项中能够同时定义多个管道,它是一个字典类型.字典中的每一项都是一个管道,键是管道类名,值是一个整数,确定管道运行的顺序.Item按整数从低到高的顺序通过这些管道,即数值越低,管道的优先级越高"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>逐条返回item</b>\n",
    "\n",
    "修改itcast.py文件的`parse()`方法,将return语句去掉,在for循环中增加yield item语句,是`parse()`方法变成一个生成器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "import scrapy\n",
    "from myspider.items import MyspiderItem\n",
    "\n",
    "class ItcastSpider(scrapy.Spider):\n",
    "    name = 'itcast'\n",
    "    allowed_domains = ['itcast.cn']\n",
    "    start_urls = ('http://www.itcast.cn/channel/teacher.shtml',)\n",
    "\n",
    "    def parse(self, response):\n",
    "        items = []\n",
    "        for each in response.xpath(\"//div[@class='li_txt']\"):\n",
    "            item = MyspiderItem()\n",
    "\n",
    "            # 使用extract()方法返回的都是Unicode字符串\n",
    "            name = each.xpath(\"h3/text()\").extract()\n",
    "            title = each.xpath(\"h4/text()\").extract()\n",
    "            info = each.xpath(\"p/text()\").extract()\n",
    "\n",
    "            # xpath返回的是包含一个元素的列表\n",
    "            item[\"name\"] = name[0]\n",
    "            item[\"title\"] = title[0]\n",
    "            item[\"info\"] = info[0]\n",
    "\n",
    "            items.append(item)\n",
    "            yield item"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "重新启动爬虫：scrapy crawl itcast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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glOWjb9e4dnuT4iX77o6m+W0lFc/yXS0CQRszwScJFCWLCMErgNXxofNGRbl68hMcFTb44zqEvm7Wm+/WgMAhyssaNeEYgamkQP1BgNUvbMbpZvcyFVpqGb/O86Aw2WSHuQSf3Hf6vcZzBYOq6vXUcWresV+o6UknCokXrDEby+jODytMfESIlFOiamOcG4yZlSLfyrBWnBmqX0Q9a435h8zTr4oE72WRJf9XXc5M8fBOjvP6nlCieT4IwosDP3USrdGm9nCSoUzRy5aaTC9oIl2u4R2VuSwoiLPWe4/nmb0HRVmGceWdvVyZ58+7Rpr+hetRquESs6+c5exrtkW1/UKo/eIQ/eiqJ5h4mZWnisYnmyhA67p+Kfy/Hn0u0PKgMtdG2EQxNXX9yeDpnYAS8fvtCPI3hjz10fd5Y/856pwaLPLUlxGoxIkL8pYYvcX1LCGKnP9e3eOe458MLoSHjD/afWbP6Cv3NemsHiwYmMQoLsuZf2yNInJzZK4ovO3P73J80GIdtsvjilG7SFrP6Diqwh8/OcgowGK9fvaNTF2vyTQ4xHu6UqF4tLUaLecSZT4nyg8/wSc/17k8qBwMvxRkLuuF6Cb54EpKD1F9mQ7wcKvOrfEYt37O8sfHRc7/XOfzB0l++EIZh5UoL7bg8jg8Xdngg/uil0fiYTrHLS2f3mV+HYHH+HYKEtAY4tiS11s4cL40PDggeI48he2q4lVtFm9zXVVBo+VIJD/Xe+C00x200dXJhmaOC1FzKDmoHsEFPmSTY5Tfv5R2+WjOzaDVqHg21GRS/7dRYD2DtAqutOiHR17O1JmdU4qqx208U0/vKOkDOp85kMwKxdt+fj8QU8u6FOrdiF1LIXqNNgWP8MEm8q+qsn4CsEuXC95OKTWZ7iiC0JOPAxy5GcQFo7K1To6OL0fggQxWYXEwRfzVJMcHQc69SPIEOH97GL5xMICBTYSkpvjYNyBop/C3joNN5PAC8UxIT8M1xtnQC+F2DWoTj9C9Kue/C/HER90Tgx+boxLOJcrM2l5hbXAg4NS8406jnXQ5K2KqcSDP7KspnhZCXNNSeNXaMt1K6XmZNtIwLlxHfab210xLFbtGrsn6TTFufb1BsSArCuLBPnw6ybkrmxzZ0QhgNo6Ae5SZWDg3xi0Xg40dnNPl7GGWRya5/fMQRy9Ux3RDBFqCTwTjiFUm19LrX24pkW1KjSvNia3y4A4ZCTVlFjt+YaMDHBcU2cCA8E7Uui8GmoxkemGuR+UGuyimZq4/KVy7X4c7AeRqnNs/19UGGTJP7yR5qcn6jjqn8vdxYQY5tMDnr5Q00uOtJD8IcufL9AwvYmL0lsTDj4VJeIzfLZh5d4SPfhbk8Daf2Sv6ymtNHPVg27Hs5AMNNo4rB93ZiJrSahRrMqaFDwtd77SMDy1d7k9rCp+1JtOn4h2VVPV4RjF2Hn1d5XxlhPfCI3x4Pw8qX0ErC/IiCfQimRQkA1AASnYvXTxQUsRfNf4i9LWhMFyOjfCLeDoebPLbV/NGRMh1eE+8zfW4wjSDKMV/B+FYCzM/yCHfLfCkof1ngisZraaG9/wArt2nxW5c/sYXYRiAIlz4dYf3vkxQvasVLfMjHNvUHohtNHrrrmf5/Ht4sQXXnBicTeiwPzT/3M2h2+O3gTNEd82GujcKNSJTNxhs6F6dD+Qi78XKXGaDh1tw60qOXypxbg+63cHi1WumJtM7TKuuPNINBzlF2R4UPhuMcSW8rNRZGfQ/v5PkgSZYa+0c5CiunGyrZbMBIM35A/XzFaVgZdsReG1DjG6ZoKp53NSUrfdcrvzjuyirXwgOhxd7EJoCnIr+BhXh/IX6p02BWeDkazIJeLlSJDhXBuBaMMPDrZjSejitKFbd7SxpFDK9PR7k3JUs8sfzPPk4yXkXI4K7oK281z9arNFxWt6xruh8WeIT41O9Bo43OtNdToRmPLhCjpekuKxGZXz4qjvRiRovCd0rwRcT8HWZ+Ljyfv+RnmqhJhOYUg4HUY0+TeLKMHynpHbyoAjBFAxOcr5qOInc4W0AbD4DVDGk+oedPKIojawkufKqzi2tVpuf93sgGx2l2FD4yNwwxbRy/hw/KPLevQ5FoYnKrLaW6n4FnGv4XY/7vEGTkUy+0eJ+aYh+M9JMQ/fUzn5u37dslIkQnBM7sAa58ukuv6mBCV4657nEAu/dmeAHrfD69QSffK/xRokXlTi3MmL0lsWo6qXTdglmB5XEw6+iPP3ecJa1/sxe8LEmHUOQa18nePLFrtEQ5U6I1UvuV134tsqsXeSwljb+ZZaPKvMKfyWndKetNlGTCZmnd5TMlurdCB/9XOfWoMTD74Y5j/tZdeaNTB2JZMpXgRBsSBDrJOFIPPy4yPl7VWbHDQ/Tb34vHxzivetZW+/+6YRgHLqe5fP7Q/x2aQJieWbnhil+7J5HaopM0YtaJln9Yp4fvnA2KNgekIMp4hnFQ/FerOw8ZbVo6AfNP+y7izNHd3gUjXcT7INc+7rE+fGYRXmSefrdCFfuA6Q5fydKEVy7y+nXpTeVuiEPiu60p6FHq38tDA7xXmUf0OrMNLZltg2tbqjJpMLG06XUjioIQrnFuzWo3Ffht0XBYPe24RLdAoDM8UEQHhhrZhawZJ5+t0vw+zxXHiR5enDSNdKUekQXPm2jIJG1ycB4nivpKA8l+CNUNdqadwXaGR7ho++1SMEU8Xt7rH5R4B+Xdj2NJLb0rMGu+KlNsd7T844lnt5Z5smvai1IQbF4mVbr8hzs80cYjrZkzo0Dn0512Qho4GU6wIuYYnQ8lxjit7QENGGIdCqabgtrg4KqoqwApn3bbE0mPZqmbo4k9oUiD9QU2ysPivDpGueQePhTnA/uAwS5Eiry21aqM/WyvPBijz+FhjSaIa6Bl1uMJYZMHOTa9yXOE2uMdM14lwRo2HuqMfT8bYBh/vgqx/H9Id67u8HLTIijnzQZxwqrLO9hpFPlrwvflgj+NKGmdld5eGdDqWmpzsU7kskNTUYyqUZHEu5yrBbF1HDmeF0vGq5t00y9vu8G/OicMW5pWQoHMscPMg31jY5xKinQpk7bKQzG+ODTZX57AQx25pm94LwmCprLrBAj2y37azzPrMWR6doZ26lrp9iQKzPJiztqtO54SlmHcbczwhqlbfn7IMfT9B5/fJrmSnXeaMClBSaoGRuL/5U/+0amzqTKdWnjH+zzx/URPriiEv5Wjt9+2rEtOmcPxWNfLAy13a683Xok7hAjj8wHgQ41hP3pnRBPBG+geOg4ekI9DrmGFq/CvH7ThQ2AeGPdhMEUHxDlh5/ifG572LrjuAA/fAOfvOpAt6YGGOkux4UkD76B26/yTby/Vq8/K3RngS2dNBbpbIBmYBI8U6EvE/B1XmWqQa58Ck++GfFIk9rjtztFtUWwzFNHAc4OZ51Wu4TBFMFK1KxIHiiepQ8GXa6zwYnSoum+UeRPF/S99LKwTDW8oAu19sUiRTRXk8msaNilsJiVxdvM8IPgde7m2jSmK/mpHSXWwApytKJ0gJl9FVRTQcR6TUKnrdvDyCsS104wYkzvkvd9qzKFuX25hvMhqH6zQ+ie27iW9PImn9u+q42K8TyzPyuOoicetNJ+8dPT9I5jnP90n8/vNzoXLqt1+l6m53kvVue8HGX1u7gRudFlVL8IWNYzxhXUVAw/hsgXOYrfwW3H2lkWHFQ5/3WWj0ipkeOOFUaaxCS31U5JJkXty5KPa+PcfjXJizsBfgiXmM0EeZmeUc9gBecSC3ApyUvPVD4/qYx2hihz5H2DQmgymvtIlxs0HF7NNrtp3HsyT+9ocssQ7/26wRGTnP9ymPNUOfo0bbMmakquWDT4To7bTmeD0H01ngjxVDcaxbillrh4CR2IZHKAGFEkRjINpvgwHKUo1pM7kHj41TJ8XdYjNhyjmHxd3y5a4dk7yCs5rujRTDIvNFnTh8759E6Uo6/XuDUehMEgBMX6RjGuhCdMNfiODyR++2oCvq5z60q7Om2rz2zBgcRv3+zAvU48sxc81kSlA5P+KuoSFn7gni7XQYzn+eTelNr8obnk4wZYo/auZ/kovEvwdhCqaqTlSafLHfzz//L//qX99S/+76/Ahev89/T7Hb1P12syucAQ5tXDHi2aokCRKvFEitufRvnh4wCgtr/8NMI/vohy/ucFjtSXtpoeUkKM705QDFW5jSBAZNYgPWOkil2PcCG8wO2MfVvWk4UY2uvHC6RZQ8UcUh95/JZW3CYc5HigHsLWe79ML1uEjWaEYn84qgJfdkdpv/L1CA80oed6gk9+1gxE1taUmnfYvJbtXH/5VNOdAxw7zAmFNRtg8di9qivRc9KUKqgbaR6zP29SvKR2NLIKGAf7/PHrrl7bQG9D7HPqZ5dW3WnpvCePDKrFLJWrV7X3Jwgf1+6v8TQdZdVS+Pu00KHZg6WGxAuFy6/dN++lC19m+bxbAobGD22MS+Z5it+XmQ2qEaOXijof9/bMOSgNKuy8b3Y1mdygFJ9ONNQBtKXhgxzF74b5XKvdN5jiQwKsprsv0ImGvdC9ehtdmqx8Q+A/r4K8TCtFNm09mwdVzn9fIvTxhJKeftdvapZZeHQ0NIqOIp3Xdqd20Wl6x5ddIiH0ltfjwHiZ2ds5ipcCDYWPDXSmJtNRdUeNJlI/EItDo3Qcc1bgZI4qOzy5O8InzTitBmNcHrRG/DrA4Sw21/jQxjUKtyuKmszLLbg87tdQKzbvUCK7zBFRMW7d22DVs4Oax35x5Fde0ZdNwLIfL6j73h1K5J+RPmXwkWtsIjPMbX2eCj1czqRgS+K8HY0e7PPH9WEjYnpwkiAZZxnc1HjFRZn1Hclklin+camgRhGKUd5iGqJDKiyKIfh8IUnxklAk++s1vbzGcWHGPorJ5/VtoxWeTYRgbIjfvgoo6WFajUeAQTedUxt3BKQZJf0Y7XrR2V/lKD3D6iXt+wgffV1Vn9lrfB+6SbPPvJXUZUhTvaBvtajedp/Zjz7ktiY2GEwRfzVkTv13+Gk3Yeou2g4GU3x4b8gY7yDHwwdr3BpUDcguCPz73/9+e6XyO4C//e1vnTEwJQNACfLGS3n9+uSe491Ec60bbeGn64eNYKwLG461mpRCw47eGZ94eAnO/+yQstdDV6EL+H5CkE3eLo+ie+ESnzBhW8TW6ArpoIw5tXXGuSZTj1Z7cEfz3eVEiMYi1xpmBzLH1k5dHYP/Nu/mSCx3AVQp1BnnvW/mHfakS2dSr3o8Pur1mObqGgnmFcFgfH9+xckYKP7WJXJCnJfrnNrxKAuKrPY8rinLPuAwh7f9jq0Q95O9sc9ci8+Az+LvDR3K7GBTt9KmmYVCmzZ7aCvH0ys2KbKag8UXLTjId7ZrasfDnLozRgh9CVWtk5Pwuek5hHMR9Vndat0o6zFibxT12V2umZS65tJnnMdtGKeh8HeEC9eVVH7jenOThysPXFJYbe5vvaf/2pf2Z1Vj9Ibw7k20K6TrCvNxTcFtgF/Dtw0Pe4vw28zo6Z3oqZlzu/DfwOnswxql6Y/HunWwNeC9P73kL//yGWon7Q/ua9GnQiMBy5wX6/Wzb2T6j//4j85EMsk5mJmHEcPQ1DMynVVIvNwS2kDaoRMK1RYUJYj77CrQwzsOR+XCDT1a7aGHHnrooYceeujBGWLUtxgt3UMPJ4YtiZcNNWztMTDQi2RyRc/I1EMPPfTQQw899NBDDz300EMPPfTgjYEB+F9vexLtotWaTD300EMPPfTQQw899NBDDz300EMPPXQOvUimHjqKWi7KyvwI8XqecMdGlVgPTPAmW2U21WxNEpntaIjncfdrK8kARUos5rtc8b+HE0CL9CLnWA0VuVotM9YUmclsJzcJ51P0Wcebgc/KyueVZIBHw25z6tHqOwUpydJEgYGW+JaCSjJAsQCjpTrTbbxuhS/v2I6j3CPhj2fLOVZD81y0jiMlWZrAxxgKjW/tONxPSrI0sct403uwHcjU5CB96v1M+0tKsrQ8zFzZsret8Hx+iYoUI+zxIVxqvQAAIABJREFUDmuyTJ/YSc1pvTsC9V2MOPOSSjJAcTfr/vxSkqWNKX0Mjdbc4ZPeeujhHYMbT3fj03ao5aKs7C1Y9q+6r/HYt/rPFR7zGlo8qyS2cyHG/FwnJVndTzveQ1sbL7Rzpjqjxw976KHT6Fp3uZPC2+wu14MDElPezLIFZeLiUOMPfTF9EtxMVVkPhHjm8IvRUp1FJCrQY/SnHpqi6vGz+RBLds3mABKNgkQloyhzY0EPYafh2iBjaVgNJLlpFRRGhgS6jHB10ovYe7T6TkA1MAG8tqVDH0KlnONRQRGo2zMwyFSKOxDJEg7JgEiDEpUCkBim3/qVDWqbRbCZT2WjwGip7oMeqxzuwEA2rfxWU3AiAg+PxAl7zMOvMtIAm32PvMmPuiFHprYbYXxN/U0sz2Iox2og4GroMT2/8O5NiGSZi4nnlB0fi5jOxNpmkYvZLP0tPKojdCUoBMDAcEif82giwbOCde7zrAQMAjYrwBLrE0q3yKWCOvdUmUXbUiGK8f8ZMFqaopKUCPcM5T38lSAldb71bCJgOuNHSyVQjRHW7wAb3iXxeH6EeF01ZugG6iBj5SrkqgqvkSW2qyHGYgZTteWfiRKfsUmFFP2uhhHr2RUjTJSl5IJhmLfjf+o95oYzbMt5W7k/nK+zmG/8vKvo8cMeeugazryRqWdgOhuwj3Aa0b3Hjb+1OeDEgzeSZXxknq1ChPHSEIcy5rHkHKuhPW7W0+oHMabrdab1H0isR/e5YTJOxXpK+5lAkLFynbFODinneESJWfWM14SdSjJKLa0qfVpkkp0gEExxMxGl5kNRR5aoEDMU6R6tvkMwDAeN3lbju9FS2sOoI7M9o3iXXY2lJjgYruRNnu/AaCnVaLyRNhQhdyply4uV6w1PtwJxPgni9Skqu1lu+FEOpA2eEWFcM7ZW93gNjC748LgLsCoj9tF9EuuBZfo9HBlmw1mVw50R8zoFU8yW9lh3GsDCO4jlWawLk7N4toWBFWUwGuJwoc50KMdqZkiYq8TjYpwb5RSHuRy1WHNr5ITKRgEKu2yn18yfRbLcyKeYzhtz946+VHmVSiNbMznCKp+yO8cHslUWtbF6+lQPfyXIOVYnlH02V05xaIog1aKP1L81I4eLYbuWW4ZS2eD3mzMszRsd58azIywFJiASYWBnhD7hbDD4pzV6OqbsXdDnaeI5asSmFX2pBUaj+9SI0SfwP5P8pCMmyG4+HYZusHMcNIEeP+yhhy5AzkEwdfaNTL1IprcLe4/yBEv6Z4o1Pwz+IpyAvgbLv2LxRz9w1YPJK8VDvd+2+mdNkqhsTLAlzPeZ7pGIMJBdYDbV4/RnDm6eMwHOApvM9sweN8sK0SnCAIxX12DXMIRWMkWurpUdFb1wvixcbwgTS+LUCgG2IglGR/bpF9PrerR6xmF4JTW8Lm5SS2nvWPs+4it6s5LUjFFWmvWXUin+VhPgX+tGem0OMtvLCoG5es6DKWbrKeyNnSje+Z2CQJ/6ABb+rN4vktWNOJUN+/uLnuLupEZoU8rx4/wOrzXDWSTCADs8C9jxk4IyR5Py5cQ7BMP08jBzZbe9mlDS6KQ9GJ7UP60kl+lX+U3fJKwmJWY74OkOp7MMFOY5rKJGSG1SKcBAdpI+W6XPMCo6vgudRgyYznGVR7+en2F78iRTIU8ftqNJ+taGeZQZ6sj77OEsQGLdErHZl84yPjVELSdDyhLhGcsTL03BRpJKzE7GlXi8t8B0Ct3wM55tPC/GUnk0vt3RaMgGxJjWeZyFhxQCbGk/azBcdcFh2CR6/LCHHjoNhd9N17tqZDrgn+v/j3/9CXCB/7w+zt/fb6sJty06ZmCSYTUErxOYwzU1BTZRYm54mZX5ne4Kvc2i2/PzGN8pvLWWS1KZNEJia83cywkNilCBoqgMeHk09pc5nNLma1aYarkoj4eEa9/yuvqFt2fF4/60qMSdtvWx87oZgylGSlvIVJIZWMtDMsp2eoHDYpy5ekoRMPSf5XjEArPW28sytWBQ+W2uylgqZggTshKZoCkS9l49B5xBWm2ZFvXroxQLhid2tFT2lyZ2Cp6/kpzgmcmootCcaCxxp1EN5kioTtThMSkeat0xgFpuhq0dG6OX6oVlOGQeSNrgTTwNuShLeh0QifWNKRbrU0bNITnH+uYk09b1lzKqsF6kIqcYw0gH1NfSbw2kTsGqDEhJVvfXDO+yByrJGVgrE5YlKtV9Hum8A+NZ1uDHQIDXtudTlUOGCQO1/V0jJVxKUpkqM61NI5hidirJUmCj/dod6jPXZCXllr0hbtTr+nqLSl9re7rR4Gpgh62QqnQ2rIdMJTmj84CBRJabw0UqQz75QNvXtws/95eU9101GxT938IaVQjvWj2Xds+RlmCVPX3x6mZgRCfXclEh4kjBlnZM2EatWqIgNR4e2WE1V+JqUakF15+LsmXnLFCf54bwZ4NzeEe7r+AU3jGnhRlI2HwmU5EgHNPS9eqMWZ0SUpLV/UnXNX0rNZlOHT/UZADL2azRaCTLYtk2/84Cme3kDFs6P0rA7jCz+rWN/OqzvHB2tb0fXMY/CbSr43ii2+vrNf5phsLvoIvpcr+vP4Vrn/Hfg+fg+Jjft7b457lp/j7Y2ft0KpKpkrExMAGEhhkAGA7RNzQC7NjWBnpr6Pb8/IzfUMxPplIssDVf4LCZgqXWNAML9AiRNsNjfeEUrOt2NElf2V14DOed66C4Xq+udS0X5ccuzb8tNDu+o0BkYNTh89puga1QgdFSlf6ZDOFyXmD2u9RkNYppWA0/R1Dcg1Ue6/WTIjAZO3mv1Cl5F2606Ak5x6PdEebqzpFi7c6vZfgY372WRITxUpznE/OsRHEV1swRTJJzba4dqzLSnKJ5mImyVVCMZX7ptbKxy9V0EDZhdEorarpPOK9EOVUmAlRKdaZDk9ywCnRaqgioNZck1gPzvCZB/LQ4bLAYerwg53hU2OG1Fp0I3FR5h56+p3r3Z+spRbAMTFiMfvu8Ueu2aY4YQ9EqWN69kgJTDETbKIxu45nfmWDFVbFrhdZEBckaiaytjxmV5Ay19BqLefXBZCVllAUfj9XM9R7Fhz2/b+f+6vtmv9gajxKMooqz4aQMaCeHds4RPzKTLVR5qClHUItojNQHuz3iiGCKmyXoD5VhM0llTXneGv4bROjnleZQsCjhvtPlTEZPi1FE4G1mmBst2M7rxHAa+WGQsbUsz0PzPM9IjGlOyo1dBiIJPWrWC7XcDIfDayzWlYWuSTl+3DW+ryRneDS8wKJW00tKshJIKs/Sgf1QSYZ4RIm5upKCWclFPeWfjqJdHccD3V5fr/HPCrpmZHp/2qgowrlzDF6Boy7c56RS5QyBIEK/6uDVjB4DiQQUCgqjjSSIi4eclGN9eZ5nO8q1o9kFplOqBzgwwbNIglEKPNtJEC/Bo4kCr8UxZIn1mQn1emdrsN38RGxHYQuYK9PSBnceX2J9eVdVelRGWs04pHq0CrGWSQtjjgy3HCrsta7twnZ88eAWIrVMz+5mpfdzvRdOPd0J8DBOusMI164ko9TWhBoHVDkE2JQZU1PhxoZgaWNKWEfNQ6l47bwKFnvirNEquNKiHx4pei9XNHo1eessHp1IlpvlVINQ93Zp0cZbqQnp4n60GEOt62UnZJv3bTPpcgpsU+GGs4xn1xib3GQ1YN9R0aQES0nFI6enPmhjJoinUBQKIlwNAcFgY5fF0DyvVSPJVhEOcxu8icDoQrMKoVsNjwlzaqqGkJCuAS5eWZlKEd4QsK070nCdoPBrwmJY6Aa3aOW1sTyLJVjdl0EtwlvJzPO6YKTUDkSiPBsp6YKpHcbacmQK6SkOCqZrNIE1VdD0LkRlS/DQa7DSoRgQoUeKCjQXVObqC+1e3y583N/E5wAI8KyTDjNHWdN874FsldmhjOFJ13ity/XqQ1o86xHYjTt67olkGaVI/1rZ1ExjIFvlJhkezVtkXZdzZDsaUCI7siM8nzfOkfG1vJGW2q7M4wJr1zfxWYwoTPf18xWl4xSJBCbnajimGK1XSevR1Yd78KbowLss1+tzyhh1/1ZRn0VKqun+O46Ou4qUV6JWLanUYXKsBtQxI1nmFjZ0x5wSCTzDUgAGInB17TSkiZ1SfgiQyHJ1d0Op36nyl6tsKN+JZ6p6dutOeEF2ekOVGsp53BdLGXUDNX4l0GdfLM9cNsqPOZlwu44fOcej3SyzQpp4OFUmvhfgsZRq2EP2/MCbH7nxG+85+tNx3NDt9XUc38f83dYXP+dBG+OH1e/D+foJ1WQ6/p2tF1cYn/b+abPoek2m4BAXdaVC8WhrFvi+VJk5oqwUIV6tEw4qwuYjkYhik9wIpfSw90oywLpUZzoWY7qa5U2oSH+1ztxmkpUJZRwyUTX0FLYzG9woC0WAZYn1ZI7pfMpzfh2B5/hGLnYlGaAohH62f7gLTDtheIXBzFDdLeNVDndb6ML1NtdVPbhbjkTyc70HTj/dtdFhyoZmarmoOT0FVE/cAjfZpIby+8rGLuNpN4NWoxLcUJNJ/d9GAfgM0iq40qIfHhnO11lMK0XV7UKBt6NKSpJufJEl1qM5+rV3+LafHy1dzs4gFDD4V0PKwzyvReG+S7BLl7s6mVJqMkUVheB1KOAedSoYch0jKBIjsCmD9VmCKWbrk4r3uppkC+ifHIZ5BwMY2Cg3msBuX8OjncLfOuRNno8sMJsP6amvxjgbegFXK8y8Y5LPqkMcVlWjo5BiaTyHs1FRS4WtSBLhWIxKMgl5zeGkvruWo5jMMBRMm7ogNgppLafsYwPCu2goCNxkJFOr6WOdur5d+Lh/OF9ncUqJkrq5N9P5iBlHWVO599xwlB9ZU3mNavDcmDLqQrlcD4pn/fnwgh6ZUJOSrFg895UpMZJLYl0wxmvPvzQxw6PEAp9V8/QhGc0yXM6RsXIdogGe78X5rFpX+a/MdjRJpZwn3AGZxw3aOfbY8iyr+8KPPNavmSgde34mQklTns0rBrjDhSr9uyNcHBnhZjkPKt9Ai5SoJlmncT/rimYkonRBLWaZK5uddrVclBU9PdoDNrWIzA7AmEOnNeG5TzpdTrv3aeKHAAwxtrDHak6GvSIXp8qwqxqZ1GYUq/tpfZ59qTXGixn6VBmqL7XGzeQMPwYmeI1qJEirDT4c+FXf0AjsN3zcNGqbRYivNXwenkrwSHWyePMD9/3kxW+84KnjeKDb6+s6vo/5u61vn4/zoJ3xCSrfw0l0lzv+nX9uHXFt+u90viJTZyKZKkkoFmC0ZHeHGNO6VzHFrI1jbHQhr0cwhKdGeCQSkbzJ45l5wxoYgYtTwveRuMIkhlCK/wahNoySGyzneF4osNXQQjNBOK8po97zAxgr02JxPX/jA4TzVcZ3VQV7V+000dI9LVEBkSxzU4JHRPx8DSoSjDmdfzbpCP7g/7lbQ7fHbwNniO6aFTYaBQPRKGQovKOlOjf2lYM9zAbrEkyHcjzajfOZ6+0snrFmajK9w7TqyiPdIOcUxV9cs2CM8MiyUtcn6H9+3aRFkwJhyrd3rnn0+q3XUhFqZwQmeLac40YsRZ/a8c3NDfNmOcrShGDkr+7B8BRQxb5lnpoeUdX+bFRGgJOvySSgkilyNa1FLGZYl2Kqx1VRCBrfkx3vUN4pmSThep1prcZT3QePkmUlchJUnhNjOj3MqtraurZZ5GKpQ4YJoZW67mVX3yUABYeosEjc5w1a8Nx3Ew21jAp6ystoSe3s5/b9W09JUw2dbvzCQ9bsS61xMZqhllJSOreXd7m6lm/i+gUuRidY0YoeRxLE1/RKxlR240znBeIMinzTwEB2TTizm5ERI1wVlCwIEo7v8lh1yL51eMn6nbsR21ElwuBZIcJ4tc50UGJ9eZh+9nyNYJSeyDK+O8/z+BqLCxlWN2js1NwK3OqrukTvnXy6nIrTyg9jaS4uh3hEVjEoLpu/u7qcoZLSIn8yPI+nmdV/ECScLxNW17MmJVmZybFYTlHbPz15V478wHU/+ec3tvCl43ih2+vrPH4z83daX9fzoAPja+iqken493+ydXSZ8en3u2Jggs5EMoXzMA5sbdBhYUJiPVSkv1RlUQ2Pr+UMb4gngkNcjGTPSKEvoZ5INsub+XlWAntNKVEmL4amvEhJlibmWZlwNijYCt3BFLN5pc3rxamy803VIrU3nH/x18MZozvAo2i8W0evIGMLJfpiMQudymwvjxAuA6Tpj0ZZBdfucvp1yU2lTs1m0Z329Cn0aPWdgEiDqiCtR3ea2laDUx0HuzbHtikUDTWZMN23ORhFae2h1NBg05jbQLbKYlkvvqELKOHNJNvySdclk6ntwkC8jRxRa2H/WJ5wMsr6BrwZrprD1HUEGVsr0UesMU02760pNbzrRIk40D8JMMybmRy18hAXCxtU8iFqRY0ftQmVTgeyJa4WJ9TUyyrr0Q0OZWMu3p57NzTpuQ8Nw/ImpFo8c7yuF42atjWXvL5v8/6Ya20VQYlqbSNd7nBvR3FOKpP2IWsGuaEaZaZJWoz3fq6PMa15tmWZ2mbGUHpU1GgtFfm0wn/dK3+yfnPR14JhwxR9bYnmlHNsJ/d4E08T3ps3muFoCqIaPT1aUnmSlg6XKLGYD7EdVQ+SWF7hc7KQ8uY5FytU+WcKRx5ialpigluB7EZ0zPh7GvmhjiDTjim/QcYWYDUnE04pBqibZWee1RebYnRigwoQnoxDptEhVNnY5eKU8xh+90PfZBxmGvlhZaPAxSk/VkR/+6llftMFHafb62savyPzdzkPOrg+/6vtEWxxzO//XOd/+N9M/32Qc8Dx7+v886Dzd+pUqlxXDkZ5nzeREcIhdZNIOR4XbYtJOCBGeKTIak5qeyrbUViKNhsh4R9ifuZ0KsVsNcsABYrRnMIIUmVPYSqcr7NYV/+Jh1gky1y97ij01XJRlgJRtmXrNxKPi3Fu6LeNN3q8giluMMOK6Xf+UcvBUkCNPOs4lKLTyn2SrAaSTb6/Vq8/O3Rngkoni6Z/JceC3zo0A5OcYzUQYCkQYD2Z4VCvFxMkHIfXOyMeHr49HkdnIK10pqsUR5rwsJ51Wu0Sgimu7i6b97aseLGarX/VdVqM5Q2602pn5OsslhJqLSaDRy46GN/7UmUL/Vr/VRmPaGPYfG/DY59NKDS9FAiw1NCZygli3akgh5kAP7LGYr3OXDZiqdeUYWtkgbEg9E0O8zzTPt9oBlqXvKuTrVq2ZLZn9rhpWbv+YXhW8CgiHzQMTMo5FGAp6e/5G951PkRtV+UxwSEu7uxxSIj+xDD9VCGetqWZSjKgpFT4gdApcTYlGuViTJeNaEMKEwbNqP8ajJ+tQOWxDYp2MMXNkaL5OWSJ9WiUdXE5paT9Gvu9vl20cf9wXtk7A9kq4xElAqVhvzqNT4j+yC6PtDNZzvGoINZx9Cdr9qUWYDmnGIXTYvqu9/Xb0Sjrkvp8wSAMwcCIZuWKER6Z50fh+WuyxHo00MH13+F5JqfLNNiesR4yj+P6+sObfWXwmiQ0MgDf62+ScatZpaEEisFE5AXxBIphw04eFuSUpUCApRnluRX+lyBerxNPaP9V6awkhMlo55STPB5MMSvMZS4bcZ6LCUV+DGjyT6tQ5+t6BrrLdO8EP/SLWJqrxQzbOSWKyTgfJNYDUbYlkR/t8yYxpfwmmOImyyYZv5KLUtxtUrZ05YfzrCYlo6FFLkpxN+tvfM/91C6/8anjOPKLbq+vx/gd0tEcz4MO6oDdiWQ6PuDFv/7kT37kX78aH//n/+n8rbpek8kFhicyoFil0TzZBbXORorP4lFWQgFAbWkbj1CciNJfXeBQFfiXkkMsTgGFCVaHq3yGohhQqjOdX4PkjJEqFokwMLLAZ/lWU9E6DCEM3eRZcEqHaAU7exziYAiUc/yoemWs3vNKcpl+IfKkL2V/+Nl3+/CHwz0g0UIdHR8IL4zwoxZiG0kQr2pdz6weHy2qwRwd0c714dNOd3Zw7DAXYdzxImEtVCNVn5RkaWNKLdyrfP8mW2WxuslqQO2gZT0o5H3e7Ozq9VL01uY+p352adWdlvo9eWTQqFsELGnvT/AcjpXX2E5GWbIU/j61dAjY1ebqThtdb9jVZHJDZaMAJEwGVceOT3KO1eVh5rR6ecEUNwmwlOx+B1AxEmi0VG+j25p1rwp7vh6kklSK6TZ4zi0pWAPq773uZ+6sZNx/jE2eM8xngClFM58CSaLPgXb6hyP+H9fUJMFFEfPtuTfv/2KgoCqkYsiV0c7YFDFkQThfpj+XZDUgFHZeWDOlwiu0GWE83Uhbfq5vF+3e/3Bvh4tTVQ53Rrhh8zqdxw8yVhbP5AijpTWD5oNusqYYxRvjRnxZqbFjSkH2c/0IbMwoabLq88XXjHmG81VqyRmWAtr3EcYXqurzi3Ril4roR6aJcHVqiMczASWFJpIgvmY21jvLPB7rK0ahFsxpTVoZjb7JBS7OqPOKJIhnExT1mnp+19+85rP1IXOqss3P7K67WRoiHFOfQc6xvrnGdPAtOpCkDZ7tjBjvqup1gRNs0soc4GRoOvP8UDhXlgpqBBRiYXuEPaFEMy1NYKr1p+HQul+FyJRwfk3dr4qMP5AQItR87Afw4odVSM6wYje+Fz/wwY/88xtoVcdxe76TWF+v8Z3n78VvNTicBx0bHwL//ve/T1M1mKbxt7/9rSMGpkoSivB28oHPMCq5KI/maaIYqUCcfkLFG2op2MAmfLeSDFCZcgmnlZVCw5+1qayuB6C/6pCy10NXUUkGeDTsU3EX6ciR7lTDwEiJOBMOaU1aV0iHkHH18LBjtk41mXq0+g7AIV2z84alZrrLKb89XPBOKzCnbrmll6IW5o1zcX7eYR+4dAP1qrnkoyaTaa6uqRtehb+N7/syojfZLpXRLLQ6pWo0pMM0FP6O2HRW0tZLWffwpk3KpAnC+2mrGLg9LTUWHRYMphE7RcFML7Ypn45opi5Z850VO4v2778dTdK3NswjoVZfJ8d/l7EdjSrG2JaX5vSvr4l/+EqlVLq63VD3pKlRAODdmdm8Jr7T+bwa7riUL3A+E/02amhMN9Pxl+KHKlpJ71VRyUUpmuamGK+nY37GOv37qT20/3ztre+7gTNvZPqP//iPzkQyybA+A89Geoamsw+JihRzT1WSZWrWVtvN34bVDZjt0UsP0FDo2x96tNpDDz304Ak5x2poj5tvq1h+t+//tp/vFEOMdhVbtDeFd3F9JYlKQz3JHv4KMBsE3R1DXcG7uJ9EvOvPd0I480amTkUy9dBDDz300EMPPfTQQw899NBDDz300Dq6VPj75NBqTaYeeuihhx566KGHHnrooYceeuihhx46hzNvZHpbRb97sEdN1ornSawH2uksolzvu0uECTLbUe9rK8nWu4z0cNrQIr3IOVZtOxN6Xsh2MtfYqUzOsRo1PvfudNKj1bMN5f1ZO8/Y/0s2VZi1klSua40HWqB2SWlnLG0+bXWLUrvpNIwhJX2uj7beDr+Vkg6dRrsJWeh4ZdmrUpKlqA2fsMLz+SUqPtbdOH+1qTmsd0egvgsXvlRJBryfX0qaxtC79HVwL/XQgxPc+JpGi373Ty0XtdkP6j7xwwfA1D2uNX4tsd1EdzW3e2hr4/WvI2dUs/B9Zrw76AytNiOznMz79cfzhX9nThbugIxgQcvyoSyfTLdvFd3pLneCeJvd5Xpo7KBkyg2OWNpVSknWyXsWoRVh1z66kgxQ3PUoPEiCm6kq64GQ0GHAjNFSnUUkKnSnO1wPnYQdrdlgPqR3OmiATSHNSmaei2pnKteilw3XBhlLw2og2ZizPTIk0KWf1uo9Wj3r8CzwLSVZmmhmRJnaLhDJ8lm7RTWFIqyvbfeHj2Kjco5HBeU5m+HfVtQ2i2AzRmVDKZbvTdtVDndgIKu2a9YK+osFWCNxo/W0A3wXuLXCrhivvMmPIYWPTMdkarsRxrWuW7E8iyFFabzoUCwcLM/vVDQ3kmXO1IHK4/xFWe+L2Sz9LTyqI7Tum3ml5ffAcMhoeJBI8Kxgnbu566e5ALHEutptUu+k5NhB0yi+PlqaopKUCHe5g2EP7zikpM4Hnk0ETOfvaKkEatFe63eADS+QeDw/QlztClmTZfqCQZTOgFXIVZW9K0tsV0OMxSzFpa3bJlHiMzapkBK6tNrByr9jhImylFxQ5udShFtpTJBhW87b1vMJ5+unokatsZYW6C3d/wLoKK2K54R7g5BKMkrNJMNaO7dZYFMUXit+7tQww36O9oXga7koK3t282zxTFdhleFOm4xgGbA1+bChARLu79ICt/dnt16L9frZNzL1DExvE0HGynXG9L+VThf2Ar4iTD6LDNu2anXswCAyzEiW8ZF5tgoRxktDHMqY2mwbhdrS6gdKq9Bpy/xumBhgr2ji2YCV1joAOccjSsyqTFMTqExd4LTObnbKTDDFzURU8VB4NvqSqBAz9kaPVt8p2BtvrEjYf+ymBFgUdPthPbol7tgZwcSuQ2n6XWlYZntGFUx8PSeYFJ+GDqHiGAni9Skqu1lu+FFmpA2le48m9Fb3eA2MLjTXedGqPDV2EAK/3Y7MhjOlPb3pDAymmC3tse40gIUPmdtqIxh17NraV0FTEEJK4wFjrhKPi3FulFMc5nLU/LZI90BlowCFXbbTa+bPIllu5FNM5425e3cAVfmeSiNbMznCKs+zkwkGslUWtbF69qUe2oGcY3WioCvFh8kAxYLGt1T+qPExl66xGmq5ZSiVjTN6c4YlsWNndkRpBx6JMLAzQp9gGDL4kbWjldJOvQb2Hd0cnBd9qQVGo/vUiNEn8BP7DrcxQa7y6cxzg6+ueE5wvr+rgeJdR4dp1Tz2Js934LXJOOVWSFzl2SrtiXNo7MQmvM9EiTAS3WLcrgZR9Xzxb8Q5RTKa7w78AAAgAElEQVRCR+XDST6rK/TzaHeDbXkK410b3bUN47T5/R663KZh/aUk0Itk6uEkoCvUohJtRl+D99LaplTdAAUPr7vq2dhW/6xJEpWNCbaEPfpM35QRBrILzKb+qifXGYYr4zXgfNDKbM/scVPtUqMoNDBeXYPdEd14WckUubpWdlTOwvmycL0hGS2JUysE2IokGB3Zpz8vCIk9Wn1n0FYkk9WogOYVarVjTKOn8XVxk1rKvdWyEypJpxbYPlv8BlPM1lPYG05RPLQ7BYHWNVh5vcz2siJoawJaZUPZLFbvrSh4eb6bdiDn+HF+h9ea4SwSYYAdngXseFNBmaNJWXTiQ4KRe3mYubLbvk8o3SmlPRie1D+tJJfpV3lX3ySsJqUmO1/aI5zOMlCY57CKGiG1SaUAA9lJ+myVRMOo6PgudBoxYJIJVH7/en6G7ckT7qJ0RrEdTdK3Nsyjpjue/hUgsW6JgOxLZxmfGqKWkyFliZiM5YmXpmAjSSVmJ39KPN5bYDqFzuvHs408cyyVR+ODHY0ubECMaZ1nWPZkIcCW9rMGw1UXnHlNIcjYWok+0SEnJVma2KU/ZBdBU1BlLR/RuGcWnaZVETLbGbiZzUIqRRjNMbDWNo8VZWJfBq/ChFlu1hAS6FWDg7/OcS6bRV6T4ObbYIPtygidlA/VLtV9eSFqvK4tikJHowuOoWbuXbAd0EUj0zEHv/8PT3/9F38CF/7zOuN/f59zHb5LxwxMMqyG4HWCBmvc0kRBDStdZmV+p7tCa7Po9vy8xrd6qSNZblivXx5mrp63V9S9jAUNoZ8FiuLm9PKa7C9zOKVZWM1KTi0X5fGQcO3bXkuf8PYOe9yfFhWv07Y+dp49YzDFSGkLmUoyA2t5SEbZTi9wWIwzV08pSpL+sxyPWGDWentZphYMKr/NVRlLxQyFSFaiCTSh3t5z6IAzSKst06J+fZRiwfD2jpbK/jxNp+T5NbQVyWSFmpoGO2zZCViAm6exkpzgmUnoVvaCyePlunf0iZgiodr2IksbvImnIRdlaU9N5UBifWOKxfoUFSmmCDFyjvXNSaatay1lVEWpSEVOMYaRwqe/F+288Xy2DsFqHJGSrO6vGdE2HqgkZ2CtTFiWqFT3eaTzIYxnWYMfAwFe2551VQ4ZJgzU9neN9HIpSWWqzLQ2jWCK2akkS4GN9pUx9ZlrspK+y94QN+p1fb1FJbU1/uCWjiHsiYb1kKkkZ3R+MpDIcnO4SGXIJ0+xRTfGbBd+5iQpdFE1Gx47ec/P8ubUzY6uk1UutPArMTVjIFvlM2YMJ08ky2J5yExDkSyLZdGIaUQO13JRIeJIwZbGKm35uiWqUM6xGipCZIfVXImrRcX735+LsmWXuqTOR5STG1JNdrT7Knw+DLDjFLVgd67IVCQIx7R0vTpjViO/lGR1f9KVT/pNGero2RsMUYsmqZQVPlXZ2FWcfzMZwqKj2hThKQsR5V602kloZ6TlPNbo10J3rck7HaRVCyrJGUiXCQcl1qM5+hf2lGidtt6lOXpp0a8s3Ga6nP6dY1rpjll3dL13B9GmjNCAduRDQa4Vn1ff54kSi6ZlsOjbUT+ylXF+L9bz3TMyHf++xVOuMf3ffwfg4Pd1tn4fZPr9zpqZOhXJVMnYGJgAQsMMAAyH6BsaAXZs6wS9NXR7fj7Gv+h0wOzMs7JRYlH0wuoKugobK60InWl0kwloOAVruR1N0ld2VwLCeefaJa7Xq2tdy0X5sUvzbwvNju8odBkYdfi8tltgK1RgtFSlfyZDuCwaQXepyWoU07Aa4o7gjQlWeazXT4rAZOzkPeun5F240aIn5ByPdkeYqztHirU7v5bR5Pgdq8mkG+1dvFSaUuMA9zoaEcZLcZ5PzLMSxVVgMEcwSc41w3aswq29V7myscvVdBA2YXRKrVuS2yecV6KcKhMBKqU606FJbljXUksXALXmksR6YJ7XJIifFocPFkOPF+Qcjwo7vNYiHYGbKh/SQ/PVs3O2nlIL3U6YvcLyPm/UGnBiswFFMSxY3peSslMMRFuMkAPbdJadCVZcFVF/9GGGSP/WqGZtfcyoJGeopddYzGsOMCXNkwUfj+UA32NKSVb30848wOv7Ts9JpQv2ix3hi5VkiEeUmKsr6VuVXNTEPzq+9qqs4qSYhvN14ojflVlMKUaUaVWp19MwZ+DmSJFtOWVL841R9GBHc44IprhZgv5QGTaTVNYU2q7hP8VL59kq/8dynvhOlzM5fS1niMArzJCpyUFz6QnrvE4UQcbKU4rRozxEZTfOjWCQvoVhpaGDLTkb868kZ3g0vMCiVhtLSrISSJp4jh852/dc17I8D83zPCMxphlUNnYZiCT0CFWgPXlHRdu0aoJMf7qsRozFuBFfZmU57hE122h4NBkhNFkgYdb79GsKUXA6ezoVySTuExunk9XxYXeWdBNNyQhWtCkfVhhmPAJbhQmWyDK+O6+e5Y1OSUp1V93ceY77vAEGIhGgi5FM596fdkyN6iROKlXOIIoI/Uq9S90AMpBIQKGgMPZIgrjIvKQc68vzPNtRrh3NLjCdUj24gQmeRRKMUuDZToJ4CR5NFHgtjiFLrM9MqNc7W+Xt5idiOwpbwFyZlhic4/jVPd6gespkmRpKgTM9ssmOcTTpRW8pF3tkuOVwZK+1bBe244vCgcC0Tc/uFonk53ovnHZaE+FhnHSHERJeSUaprQl1FKgqecebMmNqKtzYECxtTAnrqHmW3GqQNYGzRqvgSot++KIoqKxo9Gry+slsJ2fY0ryRkSw3y6kGofBU0GKn4DMF1MdAjZEgGs8V+YTFSGt9j3YKhpmf+EyXA7Vo6Y6QqqF5+BPEU6iCSYSrIfSQbh2iYJUdYasIh7kN3kRgdKFZRcGt5ohPIdfx/JKpFOENAXuDovU6wcOpKdNhoXbEopVvx/IslmB1Xwa1aHAlM8/rgpGeOxCJ8mykpCtYdhizLartF0I6jYNC7Br9YE0VNL0LUdC18dJao0JERUOPOhXoMKjMtWV0Y8x24WNOJt4KQIBn7Tjp5ByPdrPMCkpjOFUmvhfgsZRiOnQK10lFbbPIxYUyYfZY3ZQZa7awr1MkEpgcn+GYYgReJa1HPh/uwZuiAy+wXK/PKWPUvltF3VdSUo3O2HF0qlWkvBIFaklNDpNjNaCOGckyt7ChO82UKN0ZlgIwEIGra6cpDTXG9No+q4EJyKoF02OTEI2y7TZPbX8IZQX6YnnmslF+zMmEJzfbl5PtkMhydXdDqbupzuEqG/rXfuQdMfqKSJZRivSrz9pJWjWgGuYEPr64tsmqY9SsAl0u8FOTSZA33BxxVuOZkQ62wGHIGpndJGyc0QNZtwtOkYwgogPyYTiWglhKSIdNOaTGti7vKqmJEcbXFA9Dl2syHfP7+o/8+idc+M//w/TfO50sdwI1mYJDXNQXXPFuaxbzvlSZOaKsFCFerRMOKsLio5xMWC9OOcmNUEoPW68kA6xLdaZjMaarWd6EivRX68xtJlmZUMYhE1VDXWE7s8GNshAiKkusJ3NM51Oe8+sIPMavbBRgd9cI4YxkmavX6dNDcyc51MN2/cASaikINnpUk6eRqsrhbgtduN7mWqrCQcuRSH6u98BppzVoo+ODQ8cLU0oJqN6+BW6ySQ3VS7uxy3jazaDVeCg11GRS/7dRmDmDtAqutOiHL4bzdRbTipd5ttyo9W5HlTQi3cghq+Hc2jt8289vQXvpciL9qIWwAxMuodAAEa46fKOky9kZhAINIezKV6ogKCo2nYZgFFZSP23SBBIjsCmD9f7BFLP1ScXbXk2yBfRPDsO8QycdsFHGNCHVvuZIO0U9dcibPB9ZYDYf0tNojXE29ILWVpj50CSfVYc4rKqGQiFd03gOZ0OgllZbkSTCsRiVZBLyYgH2IldbjmIyw1CIbeok2SgptZzCEwwI76Ih0q/JSKaOpYV1ecx24WNO4XydxSklcurm3oz/dG0H1DaLEF9r+Dw8leDRvgycwnUCFIVuhBtlgDQXl8W6dM1F6djzBxFK2u9sHrajAQ4XqvTvjnBxZISb5Tyo+xAtMquaZJ3G/aGnAEYiyplSzDJXNjvUlHShBX9GQ5taZ2bnXMyhk6Pw3CedLqchOMnVyDzPjQ8YWxhhSWgO0ACH/dE3NAL7dEROtscQYwt7Sjv5vSIXp8qwaxiZvOSdSnKGypQYCSixLij5naVVFZtJlubVYuL1Eo8D6vkvRM1CgtEEzTtBTQYRg5dXcjn6U866m5HuJhiV6nXCyYAaMdWCsckm1faR6wWnTUborHxogpvhymZ8730u8VjV0cNB5dm6bGQ6x/vT/837x8f8/j9brP9+ruPpch1JlUtCsQCjJbs7xJjWvYIpZm2cM6MLeT2aITw1wqN94Ut5k8cz80Z0SAQuTgnfR+IKcQ6hFAIOQm0YpdaBnON5ocBWQ0vgBOG8pph6zw9grEyLxfzcxxfTZRQB17pJgvTvJ9kO2bdINSA15NDPTQleF/HzNahIMObEQ21SCPzB31q2jm6P3wbOAK1paFagaVRuRKZtKKmjpTo39hUBIcwG6xKKl3Y3zmeut7N495upyfQO06orX3SDnFMOYnHNgjHCI8tKLZ6g//l1mxbbL5Rq8D2DriUqnUqXcxD2zGOpaWcnWDj1zXKUpQnBYVDdg+EpoIp9PoTqda1qfzYqT8DJ12QSUMkUuZrWoh8zrEsxpmOK0Y+SXVqpHR9S3gOZpFJ/RKvfUPfB72RZ7/6i8K8Y0+lhVpMS4XxMieoodShaQWinrUcdqe8ScE59iMR93qDJSKa3gYauiQXd0DxaUrv9uX3/1mo6/UUgZXg+MqXy5iDhkaISedXxdZfZjioR4M8KEcardaaDEuvLw/TjUDzGAqMshJLC8jy+xuJChtUNGrsotwI3ZdJP1MpbQC03w+FClavLghE7NMxo3LmOVG1/9ySnaEYszcXlEI/IKsbGZb8XSlR240znhZccFOWPbmCHrb0Fk8Fxul6nlouymltjNmXpSNjU2DLbG7sMgKmbWy0XpTi/A/NFkxxiNWRqEfB6dB6KQZvCLgMRc42gU1Uf2QealxE6Lx+CtuaKrNHQyXai9Qg/xcEZYXzNkL+6bGRSce4c7//vK7zYOoD33+/o0J2IZArnYRzY2qDDB5DEeqhIf6nKohrJU8tFeez38uAQFyNZW8v3acThHvTbOLT6UlMcRnPUbAR/E4PRFA4pydLEPCsTzkzEdnMFU8zmlVayF6fKzhNVC8vecP7FXw9njNYAj/BRt84LQcYWSvTFYhamLrO9PEJY9Xz2R6Osgmt3Of265KZSW2az6E57+hR6tHp24VaY2Cd075pR1NMMt6KO4OmpEveGqkRUkgGKgjHgUOe99gYm2yKadpFDDTWZMN1Xq/nBpjHeQLbKYlkvFsL28i5X1/KEN5Nsyydd40ymtgsD8TbyIa1NAmJ5wsko6xvwZrjKrK1cYdNJSUPeW7NreD+JEnG0M3iYNzM5auUhLhY2qORD1Ioab2sTKm0NZEtcLU6oKRJV1qMbHMrGXLwjmdzQZCRTaBiWNyHVwfPLa0zR0Glbc8nr+y7MCXNNriIokbRtpMv1TcZhpvGelY0CF6fy3Vl7BzhGQYJeC0Sc3+tCwWLslJiO2dSK8QXBcGqKjrA4GuQc28k93sTThPfmDaVYc+Cpkc2jJXWPa+lwiRKL+RDbUZWZxvIK35CFlDfPuVihyiZTOO5JU0MRE5o75zpqOJWS/Mgas7EgtX1Y0eodBVNKBz8H9E3GIdPoqKhs7HJxqtuHSpDpNlJEa7in9HeGVjVEGE+rL0uXFRSe29Doxmm++7sQidtEOQUZy5cZ048w+0LgZiO9IIPIOVYLdp3MRrhZLgtRufP+uo02nS5nh7clI3RBPpS1hilpk8xnGLoTjBZ2IaFGivs8OzT6HMiaOxP+L88rW8Tv6+v88+BY/euYg//5lT/Pdz5drlOpcl3xesr7vImMEA6pBiYpx+OiU+V7O8QIjxRZzUltT2U7CkvRZqMlmoGyCR2+IhzfYyWaa7h/OF9nsa7+ExmhmnbnJJTVclGWAlGlEKAJEo+LcW7oeyLeyKyCKW4ww4rpd/5Ry8FSQI026ziUotPKfZKsBpJNvrNWrz9LtCZApZNF07+SY8FvHZqBSc6xGgiwFAiwnsxwqNd4CRKOw+udEQ8v4h6PozOQVjrTVYojTbT5POu02iUEU1zdXTbvbVnx9jVb/6o7tKgc/IuWf3PZLHHr56WEYlCxfu4ZaaN4xBuuq9dZrGaVouSuU8wbv9fqhuSV+ShClyYQVFl0iGDqS5Xt76//qzIewf75hPtCkMNMgB9ZU9cpYi58KWXYGllgLAh9k8M8z7TPg5pBLTfD1k6Eq5OtKiEy2zN73LQIYv3D8KzgUZA+aBiYlDMtwFLS3/M3vJ98iNquyq+CQ1zc2eOQEP2JYfqpQjxt+54ryYCS5uEHQnea2ZQocMeYLhuRixQmlGcR/jl3/WkCKr9uULaCKW6OFM3PIUusR6Os68uppIz6XmNfY7aLzs8pnFf22EC2ynhE5SOWLnzN33Oe1aRkFJfPRSnuZpUzqRtr7wP9w7Al8IraZpHXI0PqXxKVXatsUGV8d8N0FprkT4GvjpbMvCyeQFGQ7fi3IEMsBQIszQDsqvwkQbxeJ57Q/qu+j5IQhqfxaidFLvj/s/f+ro1sW973Rw/c/Mxgt4ObnOcdySC3DIdhIgm3OWYSyYkxRqmTi8rgQEqcGfwYnDmRgmYscRKnokcosSoZPHQbOXqZOWC3C6y6z3uDm7gt5p7/oN5g7yrt+qnSr7Z9bn3BnNOSateuXWuvvX6vKgeucyYfPhcX2nxK2bLJtIg4h2LKWxPxFxDr2d1xZP+l7TIr94/xzvB0lU3OXHKsoFWv/BQlJ8+fVqNRJJur8UlZo6Gp0ymkXHxmLrQaeHtbVriEfSkLj31skRa1EhFVBvaZNupQ66JxF10rMsjgwWNQDYBzbYzIXI+OUJ4iAvZFZYRATC8fijR35Vkk/xoZukWq1fJRX/Ap+ywP3Qs6HUWe9OrsC4tk+mlri1//+5pf/uN/AFGTae/nH+d+n4XXZIrAyJOYEl42bItwS9a2qLJXLvAxkwJkW9dynnapwPLgmGdpxT3VVjnZAVolLtYG7CEsiPQsdpuXoO2P0sbyeVZyx+w1i989HSAQeoObTJWN9IBnynwIqKFzfS/yyg8pSItyVJSJxO0Dz4QY/8wGn+SG8I5haGcsK5EnSyH5v8FdGuLh+QGoTFFHJwayxzk+2RbqfIXywO565vUq2dED7iiEWa7PvnZaC0Joh7k8W6EXKWth1xCz2+EWR99/qw84GYhCiEaQl8585NvtvVPjxGlHHnPqb5dWo2lpeSxfTI/qAwGn9vtTPCYb/UtutAKnnsLfr48OPfW4ag/uLh1n90qkz/dNSQudI98/zDy0C6HZ4OJsbdTRJl1lkxSn2uK7iaqRQOs9a4Zua959r/APK42hiSKfPk+/J91qRf5+3P3cnaBG99/giq+ssQe40j2bVdB1lkLe9/JaPv7juhouRCiOsSOZ3LyknZLtlS015EoYdQVC0iSBbLPPckPjIjVqNrB1fDlKqzcHLF32WM+UuGuVOG2Nl0PGjjkrFjSn54db3u0MeL7N+WSy6e45AG2fj1I2WKm4oyPmvvZqJGbL7bG3y1osVS8pK/LKSqXOYbPo2ld3KTs1R6Gz1H3wvdNVDqxV8buzBh+KMc+bdJXN3ipZO0LKbNC5umQ3/YLOHb3L3W1udN4Mxl0QhnEREyOEGZom4i9OurNqjNjmfXngNAswxtR4zTYvGXrpwiM7hMvJTEarCq05v0NtwiMKYw/HyDvZ5kDO2a5tm2freBDOZ6alVQfR79Vd6zDP1pH7eyctKsjo4k0jjtXoSUDtJj61nBSgE/h1BE/0dYjh6cVlhHnDTnOvHJO9KoxqKXsihx04XT5TtGUKvDNHz3sOnftf//pX6y3/PT09WZZlTfxfLx4qlvV/KoFfJYjEwPqSx/o/YP17T/24bv2b9zPLsp7rdeth7JDi2v8T9ZevW8+eyx4q/vv5xg24blL8O5b1ZTDjIAmmwkMF69/qMRdfpaNKGGFI+q30rIeKTV8VD432rH8PoTnxdcVP/85884G0ktDq28ZzPa/wIy+9BMDF04JpYoSe9e9Bv3GNEXFPSY/ev9j7JjbE3pl03Od63vq3ej1iT4WcKZYlni1qX4z73vK8u8jfhryHgO9HvCPs3UgeQshzSbjHEXzJTWt569/y3jnZ6yU+d/8+6E+5flC3/m0sPYYh+P0/VLz8dvQ+3ettr4n7/uPnP26tx8O5xxx47Lwwzzl9yVesh0Hd+rfQc2/+94yL17j2YXDtxzFrKdCz/l15roeKlz4jeJvyvb2nfPxgAnnYPa3gMyH6XBjH/9TfhTzPTPwlGCp/CJv7g4+H5K1/700+id8nrQ6sL74zJGpcz28lLbnXXqHbwcD6EltOd5+LofuiV4nF65/r+Ynflf+8et0ywvTyoT2+/d3A+lIJerY4+14508fwxdRf//rX11R+eGL88Y9/nE8kkwmdfbjL8WKF7hLMAh1DL0anKpkmQ2977Mlvw0UXDhIaSQC+Qt/xkNBqggQJEiRI8LuCrmP4aj0mSJAgwd8n3ryR6Q9/+MOLpMolSJAgQYIECRIkSJAgQYIECRIkGGFhhb+/F6atyZQgQYIECRIkSJAgQYIECRIkSJBgfnjzRqaXKvqdwAvRkcHflSDs83EQFesn6krhuee4aw3te3WPSLB4TEkvZoOLwC6FYy/kRvN3S8RscKF0URzfWSWh1bcNpRPN2D9tokKwhiaum44HeqBrM49lz2fWzlp2F7WgccQ9Yq6T7IriG0fXYo5hv7uQ3+paSAfTRcJ0uh6BZ9/rGqcBHVojMYf3Lgeio9JyocFQju36bMa7hN9e8z3DsKHR0QquOYQ+Z8D1o3EK8eY+lq50jBh7Y2h65hFGx3PHiFfNRA9zo6k5jPca6GLh+N6yjfu+9ho43S/D/iZaK5ufzIu/RpzDUXJTyN6bXN56Yf4oMZ+zdRKZZjrZxrvuw0Zj4iL5w4a/y+ek702s1/i5R62rD/Pgj/M6EyJlpAnWagY+u7Duct8LL9ldLoHo9LD8uD9qTyy7EqxX6iwfbcO+7GqkdCuYpLNRUGtHQ0vRvh/XsaDCZnVAJ5VRuiS4sd6zOEHHYDGd4hLME/4OWYGoebpGqAjoeGSc13gnu0aIDgpxr02zcQQXKY1Nb8ew3KpCl3Hania0+tYxlqfpGqelSUY0Gd4D+Tp7s3aBUzo1PQXujxhd78wGn2WL2tm6n5gY7VvI18lmTEB9Nh2jBVTWWPZ+FYDhVRsC5mN0W6z3QrrZuTDg+RZW6kfit3a3FLUbTr5Mdsw8IvlGFAL4EeYVnzKCJ+0WTYb3ebYu5W+KTU4yQmh8F9DJJXQelR57XGFQnZp3DBtdlgcWJ/ZamA0uzneUTnNh8HaijEIEHRabbHZTXDTUfXbPt7VL2ZFPdvAJ47XFJnuPBU4LZZ/csLSaG9uKGzx0pXY/U5Gvc+jq9BR0brm7VQ2v2ryr11kec/9ZYWgZrm+VNVa7AwXRYgiGj/eIM2tyvjR3Gn1RuogpkwTC07HM25ErCBGyTVBnp+llG3tOj3wD1o/luszQ5TacDwR1OQvr5haPl/jOYr3BjVkM7Axmr5F37bLNAVuFcwxkfS1TF/8fQkYvzh/FTed0tqbZ6FtshMyVuXVAq5AtKh3cajVid+CVHcafKLCsdEUb3ufhtkRnZ4I5VnaU+0Xt6TzfzjSM4mh+8+Vnflp4UvTm9Z7Fh8dRtzvv/cL5d57ljPsTo9sSZ1XcWrIz8Nk3b2RKDEwviTTLjwU+ccmJBTeFc5b6YgMaeoPh/j5cDtjaH30OAZ483K0iXVBbaebrbOVqXLfybPVWeTZRWjkjD+oHNi2736Zofbzr/ECnU3jkg0uYSIo0vg2EHXwzwGzwmR4Hks9mmxYnTTC0AsMjeXCZDS72YS+IGaerbFYKIvJgbOdxj5CS0OrvCsHGGy9C+uSGKawA+Nvx+ocNEzBGApPfCDb6br13NEbwNLnZlwpQrOeEUGHRvOLrLaz3qn6BXe8KB8VO1c3XXdd7lTF1PhXK1g7GfZ0PcYrd6113G+bBA08oSlVM2HzDhqGlaON9Jzqd1JkiEAfDbTgTLehd65SuctB7oDN2Hl6FoCieKYLWRjTiF3ZX6j3eX+lQlc80gPdHcaX4Me3qweGHUcju1Blm3IMEOaHCsFS9ZOvhKvbvXfCcFXZrZwe6xml3J2AfptnoD6CQ4fnYYjcjGkWM1kLnS7vMh36V50aD4cStyCMQ+K5btFMB79/bnjoCzw+3wG3wOCoC+NL8aFQZ8yXpginajpsNLjLtgC9i7BMf5BoG3GMm2QbBi56osJlpcJEaYwBTEaHwjl2r0LUBv4ykXuNxDrguqwbLjZ41CtRBXDRun2mvkz/OfLaKH443eqk6mQeTBBDYWLKNl7pGhx3Qgcil0+lkajz5ZIwiG/0MFDJclzSycYxVIYj7HPPlZwp9S6dk2WqSlXtiOQM8IoxDCp0PGwU+jiENF6TDMEq2DNqn0/LZN29kSiKZXhZL1WPea+dcpFriEEq1WMnnoXzJQb8KmNx4r0n7CXPJ5yXxblipFLXGWLqlVdq+51DXMbolrpU9fudsrDwr9WMOqpNICAleBSIV8xHChRqTm/0HNvuC6ISAAVuDS7jPOQexcd7m/WU/VPDPNvvK9SMB5VSdWivFdb7Ceu6R5aYiBCW0+rvBTJFMXoUV20M2jdIBgR6x9hXDqk179vfxxhcREEF7SfDkr+U4ApnbQzjy0NlzMLk5E4R/FyTE2opLusqBVSXYCAvoGlAZJ4EAACAASURBVO3blrJvnAE854a8X77uCORGN/j+qiA2jRAdG453VhrO8nlWuOUuUJlviTmGKVZR8F0j36Pz75GwO2wU+LLad96723Nbc0UgTKxsTwqXsmhitGH5cpIB0mw0pwnFCDsrFGX9bI3DftTDC689+gOsbTufGtoZy/J8WdqGC02fsFNpBIo7bNWP2HDRq9j73wLoeNho8KXr9tT7YUdExI98mgpjaVTBi9GFgknkkUzULyaNbNkJ+Hweso3Ol9otVI7JpotkrRnXRyKQt/uQ533cAW0Dk0qPzruI0hVMbs5HBjbHMWAVsWnt+TiMn702/jins9VBdCRZcCSTf3/GifD1G6pbnrkHz0HILkHvNs3GZZ2vmRrtFIHv3z+vkiOvr9R78WlvEkzCz5CySKUn5i6dX5PMy/uMT5kU1+QFD9iPMMjK/RSIKfnsdzAy/YX//OU/+PM//St/+vnHuY8+NwOTCRcZeKrg8ko6DKvS43DtjI+128UKmpNi0fOLMf7z/Rp7luUQrKEVGG7DTSE1CjtUmImL2Y47nH1M0eOJGyfsPJ7xvGNbm92KiTgglGtfwVrGgaGl+Lw2xbyUtZ7quV7b+kQqWCEePgBMDO0cLpugFbg5Oua5XebQqrKkGkXNBp855sB7e9NkmE6L3zYGbFSLIyOpKTzVB47wongOx+EN0urUtOhcX6DdsplEnvVeP54g9kqe38ZMkUxeOJ6moFQCG+EGIkMrcecSsMVecHmtYhkn3JFQ8xCQXbxf8VoPG/tc3wY8ky30rHk0M73Lt/IRNAqcPhzLM0Cn093hxNrB0ItCqTcbdK622fW+N/1cnk1tDLPKBqN0QOcd6xqnZ2uTG3GmhWNAs+eocfF4yUlMmg4U6tXzs9LjJEgnnQhBdGeKKOZQ+oiiYxVB+8OjdNt0q59znTsepaeQZil3S9u5T4CC6fDtcdBH9AMY2j5c9smaOsbgkc/OWcGIRi7hUyrlVnYdDHhmjSwi1czx/uoaxk6fXfsZ0lUOdjROU914KSOhcCud10F8KYJf3bVa4QqxTKFa8e7HmJgfjb48XbjgcxRERC4GlWpR9743WkeeRWHnT9ZSG4TPKNtIDBtnYm1bXYymiKAOzTawEeNMmS2SScKjM6zUBw6PtOlLrBUhUeYj2rlu1XxjDBvncGmxmxbP/InLCeSK780fR5jb2Qr4jZ2qQdObUiaNFx54I3xdkPN775nT0DQDgxDElOz3PsY5lq5yMICLTI12ys/L1Hn5o45Nbtpj5DmFzhdx5o4cjCrB5MZEoLnhPKOucVq6d9bL0FK0b/NsDbYFHxo75ux8dsFGpt/4tfNf/MO//gv/+P8t5g7zimQyzgMMTACZNVYA1jIsreaA24lCcReORc8vzvi33rC7PFtHdnqT6Uqj8yHAi6/COdgW7TmDV7GWNwUtfK0kss3weiOR18u1FgfnYuY/EyYd30d3fqyHfD68b3GdabHeG7C8f06231SEo3uGpvT0reU4lcYq57BKD/ji1E/Kw3Zwvv9C8UreRRQtjoXZ4PN9jkMrPFJs1vlNjQnHn1tNJicdLEKQGiOIRwp35NnqlflaqvGxQKRS4I5g0sNrht16BbKYdRUkns8LXLeEES/uPjK697w/SsMVrO+Ic2HYeCTbFFFORimF0bPYzWzzwftezAYXtpKSL5NN63RSMvz+tTiP8BgkYsD13qVA7lPq9O6cZjfO269ilnQQb9RA1WNYHCHbtCjv6GSLyufe9ErFaOxGy6dUiKiTBp9btzzZ0ajApjwrHAVFRjAdWFVZULXkUfge+Sbr9KkNIYRy0vLsqTxb9RztVGHKKEYISy33RUeOSzMKgvSqj0ubDTWIzI1GX5guvkdAsUuptjy0YCt/fl47k2wj7+usQ37NqRXmzzaYHPOIZBpmjjixjhxDx1Ntn5vtY54z6npERdkqaUm2U1BxLHziyDG+LVX77DUKnKZyExp+vxd/jMbkZ2uRXUs6bCa6U1g5i6iU/Vuuz3U21GiyFgRGHdtGrbi8Kl3lwFoVe6SUCo7atp15AbY7n7OpFBwVNc8z1//8ioFHRjUNIVjvCbE/iujsvOt513syuq2QCjY+umo4zchnWbCR6S//ec3f/nmXn3/4lf+7oHt8r1S5kbA3egG2AWSlUoGWTBfLVyirSr7eoHNW4+5WXLteP2a3KjdxqsRdvsI6Le5uK5R78LnU4kkdw9Tp7Jfk9bBSqbPX9G+yoPmpuCnANXDYZyqvbOT4no1vaAWGgzDvUIQ3yAW1ZsgUh3pubepCmuPWclYEjq8KPTGivnwMO8714/AWaM3GGONkNEYHoqEVGF72lcNjwDPAlcmGTIXbWIXT7o6yjjbjFdFG4woDj8Vbo1WIpMU4fFH1AH206TVf56RvS7EmN9o+1zLKaSVfZ7PvL6L4KmhxXoiZchFjIH/Khc2jVT7hEVa87zHIWOXmJ5OkywkEKhlrdbbql2xsX3GR8ns3wZP7r2si+q1le83sMSuUq8hoizzvM4D3DFKNePUc1214bnT5lof140mjR6KKhJbcKbM2vB7rUKFZhKN/IxVsnBwXxVmy0yMKY+tATY9KjHN83tAxuORk59xRkL1w0agSISKiSosspYtuZVnXuHg8CqFh7/V9WSNDFAw+8T5/sclJDy4eTSjK6IrzGk+tUQr1Sr7AXc5OzQnGxnyykwR86UOjtBdbEfuYqsWKBBVKS4QR2V6bscbRedPo96YLPwKjGtT9PtZR6uUnFcqWRVbXOM2k+Cqjc9wK9yrPrho2M8o2Cq1s1e+5HhNUNCnmEclkR7qMnNgZrjMlVzQS+hXPubyMSAmrDyhrUtlprtL58OQxLK7UBxzW9/nUMMlO5IT4vvxxLmerg+D6V07UXDFmfVRzwNJlj/VMibtahtMHzx5olejs9KAk5JUw+she9uAqw0Y1jaGl+BhDTFqpDziwLHZ1jQ5N33Mb51IOkvXoxP6cVsibnZ9lmwMOj9JKxJLHGJoqiTPHCh/DPSVN8iMRKfe1PlAipe2mJ5cT14CbiM+yQCPTb792+C/+md0fgd8WdZfvUJMpvco7R8EQ3m2bCJaqfQ4p8LEN5YFFNi0Y+2eVGRW3+ZCpOiHRhpaio1vsFovsDup8y7RZHlgcXml8LIlxOC9g6JAtws15lw99ZbObOh2twa6dQx4xv7kgzvi3NT6m2mwNbG9Cnq2dKz6pxQLVFDdfBxYVykFbGXkJQYlqGmvNHvB8P0UXrpdcSyn0TB2JFOf6MXgLtDZ1J6cAmhk2Cu50BZBe52M2uWKIDInt3rN1FGXQ8iubvppM8n/9h+gbpFWIpMU4fDHbtDg5EkLeQd+vUd0URIqKY+QwdTqFBsv2O3zp5/dgtnQ5lX5k8epUaUwIfbi3V6TLBRmEUiO+qgp6tuGlluGCxaaCB4X0v9+uSs+aOC+eMimeo5QRxcDsrYnhoJKDKxO8z5KucmBtMzTTLA00roHl7TWohXvZ/dGSttISETEyZeFvB+YVX3PHHDQzTkruaJwu2cgItJGBcSWPpKPJosvmi/mkgwgUpQGmyYm1w00j49QcslNbFhFl4j4rttkbrPI8kMZcXxRMhbIVbqy1U58NXXh9DU2DptrxLVgZnATuc3IUCWNoKUehKj+KQuO7lsWu2eAio/CwQBnLZPkoKkoSGekkDbyR85s3jb4MXajwFwE+Y1lGjT6N6+TkGL+9ac4p2uTZ6tX5WhLvZ91j3AxKw5patik2ORkcMUynoVFw7dl5pMvNFMk0xgkTfga3aKfuXREbdofqrdzI0bJiK+FOEf+MyMKoplmiz8HYeU+LxaXLTXa2TlIPLHyOrj2cFqmWWWtAVodsMe2O2OlBu1QaY4BNs5ROO4b30T4b8d8gecZBsekzlg0bBZFWmc/zlDvmZKfLaanExdp0NZnmws9kZ9mniJ88he4f771GRi87Ova6lqGzKt+9THt+t2q/D3n92PpPk/PZxRmZ/vY//M+f/4Nf/jz6rPMPe+z+9MNc7zOXVDkN2i1Y7wXdwQ4fBOHV8v9i/bjpRDNkd3J8flS+NK/4sl8bRYfk4Z2ao5kvC8a3iigEnIbhGhgAZoOvrRbXLS9jrZBt2orp+PkBbPSZsjPXuPEzfBhY7KZFWlxWsX5vWLLwt5oup2tcPAa1hQ3I/dzp+q2l+TqHl2DosBHGkwLC0+fzrLNi0ePPgDdBawKT1t4ZNoTBYwRVqfe2CG3zbqdPli4dHZEucV9mL/J2irI5aU2m3zGtRvLFKJgNoWCra5Yuks2difo56fjzWzQtzt71cMT31O5exrzS5VyCeXhdBn+nlu8Nex3lepw1+FCssiSFniiX0LezAqclxfkweIC1HWBAcNEB6S0c2P/01EKy8b1rMikwztu8P7KjDc7p6EV2i0KYpReeomoL8Os94R3muM9BUaxpW9uZqiaToxhWepSdT0d1hsZj/ukgtoEmS0O2idb5Usuxac3bQBp0Voi9wrkm5B27dlace5umiCYBecYU2T1a40LTyTaLDK/avOvNGNUjPdi20jlsFPgYUCvD0GSdNrlv9gbbMkpE56aRUSLTJ3fsuJRmX6T7/GnUxveji5jICKP2TSHDp8Z2uNziiqxKOU4qYVASNGgrn9GREnOQbWT0p1cemUe6nNvxodPRYNdnIAg524pHlHtHZItBDx5RlFqecWpqVnanAq0az8fBRtNJao69Rv7oRtyzNaR7n5iAoKvctGVLRCfy05JQhNfrdb7VHqDY5LB+z8daiYtJa3s6HfM887G7xIZFU9rpoJUee2tnojOb47gSNZkmwdz4WZgcEplyGASlOHqvzNdSG7abnFRHhO50jixCtthjvVXic+OI7GrMZ56Azy7MyPTjz3/iTz/Lf/z2K53//mHuBiaYTyRTtglbwHWXOXs7dDqZNsu9ASfFkbXvS9zL06u8y9cDPf2vAr520rgiluzie1FwCTBOUTGN01KNj6XwTRXIkNNVDpqiaOG7nX7kvDtX23yIntrfF147rQUh0rMVdXCn2TjusVQseoQAk5uzHNk+wBHLhQIXENldzrlOuxL1YK7a0bTnTCGh1beLOXj8HMUrTLAb590c04FH3RvS02doKVGYUd77ObQGgkCg5zrIk+aryYTrvpMhStAFMBmaabgazW2lPuCkn3a+vzm75/1lk+yVxo35veulmQzvYaU8Q26ltyhvsUlWK9Dpwre1gdNy23tfd5H2gVJTQ22NHKc+hM5N4YzrW1kLUUnrMrQzebtHvuXgWTdFJEV557sZKA0thbEjDG1L1VW+aDoQbXxzIawYfCDSbFz2WKLoT4tujk/X9u0hqYgubwOs8W2/wbC/yrtWF6OZYdi2z58Z4In0E53F7Jo+IqLx1E63sjwFbOWeVdP1omu8uWFHiISlgM6PRoPv/f3ownVheNqsysNvZbrQUfAorkh9a9Tw47Qk9uFh+YyPtZxIY3PS53wWojnLNiPEMjYG8XzbWG9Zop5LKUfZOmJYEKUZ7lR6SVfZrNRoZzSWfGdSWkk/s9c86OzyfBekvAd1dJWK86gWXlCFdnjt/DEc487WEUKj1m5D0sAJT3Vz0Y1NH2aDCykzOJHvtQyntbgddWWkTr7Oh0lEDLseo5zHsHHm+YFII3t3HCvceKH8zJmvomM/xVkj/VGm//fZyDQCOtiZGO1bVuqXsqC/LPLfvmJ4PH5Kk/LZhdZk+h6YV6rcQjyV5iPf8jk+ZKSBSW/wpX0LMV6kgPDeXzRWZ25dPmttkkC4mHdYgW/JqF0FbaPrfgBjQ299bYQd6Hxpl/ngCGplf150usoHCnxslzmcQqAbNuBjDcrWFGlOY3HvdMQYNjQ+1WDPak7wzqa9/pXTWhgC6USEqkfCFsIUJr5eqcBxU0alpMmW4bqWYzPyvHngS6Et21Cb3EykJLx1Wl0Q0lXe3xfcBgJTx7gv82FC+X8xtBgsrA0bDZ6rnrpRE9b1GGH6SCYxRb8QnW1anOxIA76aIhAyt/Ge63nUZIrTrlqth5Xm+Vx0NDyx0jL1SK3XpHQ92V7jq+K9/h5wOvlcTmvZcrcft7G8Bu3aLeu9kHHNAUvHdbaoygjfQfDvYqHIUvmRw75fAc3KWi6GVuPdjiW802dlDr+Tc+KulPJEKxTJItMT47zmQYOLM9jrT/B+0iOFfdJGJP49ZHJTsDsFrfLutssz2yxX1lhmwLB8FMinp+3iuVTtc7Iqavq4agPJMgTDRoHT2i2TFusPhjCwIiNz/V/Pk0bdeBG6cDBhNKsZHNI7ohUltZkKZavvKIPO71Y1TpX0OZdyPzfZxo+o80KkCQd83m3BLXxqbLMHsph4mmzfYkPO8aO26nQIZUdEVnhT3Bwoz7VSX2PYMEHdY+aApXIFbkUn6tA5e5yU6z2LbGhrdlOWMEnzWvnj7Ger9ytbtvZGiXlTv4M6OXsMr2P0uaVqn5NtGXEmedX491ahHDDm8PE+/HFDo4XssbsiAiiOj2iB/Mxl5JPZO59kGnX2SolMDVrXYpWDonxGn51UeS+2c7DSo1wp0W49OFG2YZiGzy7cyPSX//yF/5Apc4tIl1t4TaYIjAhBLjw28bdkbYsqe2VBECAKKW+W87RLBZYHxzxLRnmqrYqQupYIGdxDeZnNS9D2R2lj+TwruWP2msXvHsI/E8Ztbi9uBcEHCysNPklBz1fMTTuTCr/AUjWYsc0S+vv8AFQWo7Rnj3N8chhIhfLANhB5oyfs6AG3cDjL9dm3SGuhHebybIVepKxFvs6hZYnoue6OZJTi+2/1ASeDKy5SslOVLwz7kW+39079DKfVdcypv11ajaal5bF8Ma0I0XBqvz9FcdvoX3KjFTj1FP5+fXToEaZqD+6aGmf3SqTPS6Wk+T3tk6aczgthbZbDYBcaVuthhXY0NBtcnK1xaNfxS1fZJMWptvjOpKpQuN7zdoKKC9OpReaqrWDzIkvUTzgtBSiW6SLZdMxnDOGZK6NcD7LVcIbjGDyKQFEqB6kUhNLUfGqOPD/cSo+x/EAtwI3o6hZu/DEZ3t9y3RJdomLzEY8neUW+hzEXiZpf6dG/7fe6wRVfWRPKtpqS26yCrrMUsieX1/JxZ+yH1+Asi8jazzS3bmn6uWjUchwy2Jxp1MaL0IWCeHWGvPAaAIKKfrvPiueHWyAn/lFsjjqslVJKXZo5yTYhGFt70LuFZUcr+7wZNjzfq3qBNB6I2kg9SJW4zhTAMWa418hNt4qCny6SrRY5qe6ItaiNlGmxRkrql8cRM2zs87V86U7Vt797HDjF/F8jf5zH2To/pNnoD0BG+MfaV5IW7ACCdwwYojbuiNNlTkTpTFV0XYlyinV+z5mf+aLH1Gc0RxvH0Qf0+A5DZdJkLwdspL2/k8EeuhZ65bR8duFGJlfa3ALwUgYmCFL+/N5j/2+qo3+7vOFF5Vr1mjTZZj92uHIYpq9NMg+MomtiIbPGCjXaqYjY3IBCinYY327YfWSxs1lhtGBrfkZrF5aKTQ4Cu6bFC3Wd7fo3RmvjOsyZDS7s4vOVY+VAUtdCeg1zPcqUOE2B3dVFfG+3Qk1x6j3YbAFJ1zjNyNalMWn8bdPqGFqKwRfHe37TbDT7bLxSWnQLBGHGoyK7aueajM3T4oaEe+BSeCvhXuiQNNKXMiyFIsTx4F7bPFuDaMPct8cGnVKNuwDBM9scsFXIcJpaTOtxn8dxakPoyDu8dJ5SUhJUXmRH/oqCwKfys4mfyzdPGZEWcYma8rDes9wpe+kqBwO4OA+rgTWfmiPZZg8j5SlObVnyOUaNCISTxHvPNBvHdcj4O1QCPD2EzD2ARn1pQ5Ueh2v7nKZGNLuSF6lI4v5pYTQvpDiVLaNxIojCoMzfbPCpBu8Hk+/d0BSnqVJZvQhIE6v05rPHJqDRF6ELBRPvvxADwFIuz/qxu4mBV/FcqauRbkERVHOSbUIwWSSTyc2+rPcnr1lazUU4BoF8nb1qGkizOxiIyGU7GkO/Eu8/Np9VugCnumQdeveuW1BdRPG7pVxL0UPysB2cfv0a+KMLczpbx0KRNdb9k2CjWQ39fZjRLNCpqt4naL/5ak9O+lw6nUyMAv3TIgY/W6oes/7gqVEWBVX/MUU39zhYCvqdun75emDH7Gn5bOqvf/3rayo/PDH++Mc/zsfQZEJnH+5yzKxkJ3gJ6Bh6Mdp6LTfiTNEQOlx04SChkQTgK/QdDwmtJkiQIEGCBAkSJEiQ4PeJN29k+sMf/vBikUwJEiRIkCBBggQJEiRIkCBBggQJBP7XS09gVkxbkylBggQJEiRIkCBBggQJEiRIkCDB/PDmjUwvWZMpwazQ6WiayAmXfx1N47TQYBjn2lSKi0ZYm9EoiFz1cdcaWopTTZ9i/ASvD1PSi9ngIlXgZmIyM7nRAujYbHCh0LehjZtTQqu/K+gap1PzLQFDk7wyed1TQdQNeOn9Yoo6hRKu/avHPAN1jdOUhhH+A4wYjzg0PbRoikK134W+5L3infl+iHfpWQN7zJner8lNwT2uoU0/z9kxi7zjhs0/ZhprDnxsHrCfRf0TcxLnpvc7528MbUx1ntp0FzgfnDXz/k22z14ZHcxjHGfd/LzM4dVT77v5rdd8xpL19GLRlu7SjXz0JOHwQElfkfT0Js8MuZcj1iwWb9Y11xgObUX+Ra3V3wtmk1UWXvh70XjJ7nIJYsDTnUXFSr3H+3tYUgqbGloKjq3YtWjerforlBlaivb9uOKAFTarAzqpTGhnkPWexQk6Bm+o/fvfLQKKkAYhqjtKQDFU41x0TxDd40KKqAZem2bjCC5SGpveotCuFs953m+PK9iX0OrvAkpxxeAuPTG6zyndeuZdxPq1IHKfRSBWYXOlM+mkhY+nnVfgvcwrPsnOLLtFk+F9nq1L+Ztik5OMENrfRRQVNrot2Xab0GLv5OscFv0FR9180l14dnjV5l29zvIUjzopjHNZGHiigumjDlmjlugjDK/aYsxx7zdCNhFto9f4VGiwLNt4G4EyhbfT5iSYvNtkkLwzEXSNdmuyJgBRxcP3uMIguGh2FHydlMYhar96uoapxXSDntNfoNoDyWOhpBTgd2425p2595Khpfjs+lqloaDW7/HwEnQQDJPhPUrB7ilgF8bO1GgX1lwdtT7VbufSsCL2eoXxURURMuT4uRbZtXqQ6mI0izH2zRh6Gv0M43GNrTxclwoshxQSf1Nnht0VsZkBYGUt48x5vVLhruWdu7ugvLtAuE5Hdjg+bcm5h3ZtHvH09d4OhqYrRePfBl6TrPLmjUyJgemVI6jLgWQeB9UMN+ppbzb4TM/dmUEiVChR28fm62zlaly38mz1Vnk2cbfnlB0aNq0j+YG3S5ZOp/DIB5cgGecgSPDyCOq0MiM89Cg6O4GhFRgejTr/XOzDXtAhlK6yWSnE66xo6hgUR10dElr9HWEkpPmF0NF3670jliNpxe7WQ7Sx1IXJFdmXhr3P/JBK2dRd4uT6uTrIqOsfPa53XkJZ9Qploy5xUd2ChldtcAyFA55vc+6OLukqB70HOqGP4jkrvZ02HQHd+0CytXQhw/OxxW5GNC4YzVXnS7vMh36V50aDYXHabnkeRCpvrehOsnjbcz/yzTbOX3l/KVtYV47H03y6yoG1zU3hnKV+kyym8v8AOu94BGDY6LJ8GdbifopukQHdomIpBqq844VHQYgy5ES2oveM46Z77x4sijWJeL9BindgB6lXAZOb/Qfe1yu8326O3qlzHi+el75WOojewxEd44LGCzPwBnWe883Rf6aNNVqGrFcgz5+yS2iQAShqXneBPG/C81rX5Pi33Dm3ueU6k+Krd9+9sTPD6Lagdc/N0aX7s3ydD80qu83R3A0txee1KAOflJ8l3V3vN8jKdxz0jlbqA07ssd6WfQl4XbLKmzcyJZFMrx9Ou3ZJ30a3xfpOk1FvUvn5+QOb3paXEn6hxCvsSGWhNYZJV3bIAjfyn0Ndx+iWuFb4/Z1zyOVZqR9zUH2DXObvHXE8UkQplkLY3OwLohMHEWwNLuE+5xgvjfM27y/7oYdqttlXrh8dZC4PaSvFdb7Ceu6R5aZyQCe0+sbhj3J4al8xrLo92XcxlVRDCzOGSA9+eXaP7+tAfMOPs69iKAbDxj7XtxXKlvt32UuL7FWBj6UUd1MqGBNBeuifkMpTPs8KtyFKR0vQj2teYbxJMXyfrXHYj+IFFdHdUn+AtW3nU0M7Y1nys6VtuND0CTtnhsCr0NjvmCnWe/DAE7c8ZVJcA3ArFNN8ncPjB+Fxvw2KQpEYF8XmUoDzLJurPNda3NVa4n4xr8ej5LneU8BlYcZV3/udBBNG7A0bBT5O0CndhRhtul8O7miMlXom8FeGtg+XfTbSMl2y3ySLTifT5v2gH0P5Fwr+tfLJSl392m9E8bZ+f7V04NvDtkFsCiOrdD5PGnERFikUbrSc0jERFeXog3z+puWhD50vtRxlq0/WbHAzqLIh5zBsNHiuKhGAtrMyFi8c+COLxp5bb+/MyB7VWWnVeB4gI6SuMFqwUt9mKTC6amSMDI0oCwh6cNGO1BueavvcbE+xzwIwbBT4xOXblM1mllUWaWT67Vc6n/5f/sf54J/41z/9zI9zvs3cDEwmXGTgqYKbwdvKaqXH4doZH+cUvjk3LHp+cxg/27RAS9HBYreoY7QqZL2HqNlguNP0C1/jjAU+D4XHKzrucH0843nHPtTd0SHDRoEvqwGenFe81hDHqj/m/kwZRv3a1ify4I0KVTcxtHO4bIJW4ObomOd2mUOrKg4352cNPnPMgff2pskwnRa/bQzYqBZHB5kpvED2IeyKihqHN0irU9Oic32BdsuWJPKs9/rxhMVX8PyGVuLO5ZkUNOdSMmIZNdyRUFOnyXl5acS9Z31vsyHNRr/Hc6rEXUkjG+o00PlSu4U4/Wc5PQAAIABJREFU6Va6JoVq71hpYTCu9jmpjt7POOPWTPAKurrGxePlyHM6BrYinDV1jMEjnx3eJMY6PVvj8BI+pVI8BZ5/A55ZIwsMH+9HqSS6hrHTZ9eeRrrKwY7Gaao792g4YTDNszVwv7c4qe7Dx3tsj/9yo8DHdln83mxwkWnJMz8zMrxuX3Ehw/2z3RSf17wGBlVmqFB2vR8R3ZR1RZEGYNDgQhoiNgYPIl2vmpZ8WfCs5wfBI4RSN+mK5dxR2d8RgYYAVe6q9DjZ+c6TUtFyGxRXykE/Gh/p7DhD0/bvd+ikUrTjRqoFRe1j1365FSntVmCI5gR4OTrwwUkr9BvWRoheu2CDWrwIi4Wg2OREssugdzkJDK3EXaUn+Ea6ytJ5itMzwdugTTv14PDV4WCVvX4xgOcFGS0zblrWNU5LHuOlh++/yTND7qehKcpA8LDKB2tUSkVdg+nklahUZ2XdfethYmj7jly6UqmzudbGWA2STYWhcc9KT3n9C2NGWQUWHcn0T//Kn37+caG3mFckk3EeYGACyKyxArCWYWk1B9zOng89Tyx6fnMa3zY0nZakouT9QXobzgNCLQO8JyocT/YUNTYmxitY65uCpoTzByPr86jEvF6utbC8L2b+M2HS8YNCrz3wehFtDO9bXGdarPcGLO+fk+2rqRL3DE0ZxbSW41QaqxzFND3gi1M/KQ/bxe8vLL2SdxFFi2NhNvh8n+PQCo8Um3V+UyPG+OFpXwB5tnplvpZqfCwQqVS7I5j08Npct2PSCuT+jmPYnOm9zQVFdnsV7kotPjeOyAYINcPGGXfASv0ocK5BynG4MuTGXSnFt+/kTHIJ7eNgNvjcuuXJjn4ENiVvckLipTf6wKrKQq8lf7qZrAunNiAQa9Xy0FaerXqOdqowXQSF/wGUKLWQ8Vw16/zXq+lwo4KjOp1MbVSLSdfEPY7TskZTnvfBwSuM9okwKE2FjF1XpsBzBTk/E2O1DKUUnd6A5Xt4tzP5Aj4/3AK56eblIKpmYXT0t4uP2TVRvEZYvRtrFhPXYvJNNUDOi6jJFJUO5q3Zwo77mYaNM+7yFdZpcX2usxEhX8Z5rruIFLc4DpCXpgP3MHakT4QRyRSGVz9i1jGL4tUBDpLIqKiAtR+75jGjmcLGyTYtTjAxdJNsMU22OWCrcM4zIjJHPbeWikG0NSqR4DOiRMzNtzff5JkRQKe3JT5GRr2NT6v0Q6Vff9RbUP02Q9tneHTJSdN+FyINn2P/6MPGGd/qlx46jXm9rnHxeBROo+O+XwAmklUk3ny63PdKlRstbJ5lKazYB8tKpQKtltjw+QplVYnXG3TOajJfNs96/ZjdahGH0cpD7O62QrkHn0stntQxTJ3OfsnJt12p1Nlr+hWSoPmpuCnANXDYZ6pUgHHjx4Ed/hhMpLJQcuxQy/gpFYHIrU1dpG4eazHx+OqhokRquZ49KhIpzvXj8JZocYxxMhojr6ehFRheqmHyA54Brkw2ZCrcxiqcdneUdbSFAxFtlJ31DHhrtAqRtBiHb6oC40ebXvN1TvpKhIG2z7XtDcrX2ez7C9C+LC0GCNO2cKzuR48x1LteQcYq976dY7rcDO/N/t6em/0OnXGUZ17vWexi3ytEUbGN3t5ONvKZn1cvOewNoBj8zNFGvkkQpZiFpGV5FaTQqDETow3fEA4YH7zXKZ5F21iYlev6rmc5XngHxSYnPbh4NJ11Ms5rPLVGKbsr+QJ3uR4nVvhBsDGX+jnKfqj0pME0SNl0r6n3jMpeWn5a0VGijUxuzmTtjqKJcSbSKbNpBO+e6RHC6pbg1KY4LbVkOlaabLFKdgAXmYyIapzYD6ZjSEUutG7VBCmePrlA14LpLmQuHckb7iKKC0chOK3J3l/zrx+3Uh+wxz4faznFkCjSND+43kVRpAKh8Ll6na0cLB1Z7A40x5k0WkOToSkiIQOfy+Z30gg2GncaPv2K6CBmKYJweOpL6hqnpfuZjdjhUVGz1PGLosk46aBplh8LnJYE/W30xQSNh9sYBudRg4NN37Cjc0DQVS58nm/yzFAiD0PSjyONit70ctf5rb7TgCg8r0Gyovy/k72gvLu0mKsfAVFME10/DV6RrCKxWCPTn/+DX/4s//8f/4l/3fqZH3+Y7y0WXpMpvco7R4EQ3ms7XHWp2ueQAh/bUB5YZNNiE39umCPPa3GbD5mqE05oaCk6usVuscjuoM63TJvlgcXhlcbHkhiH8wKGDtki3Jx3+dBXGLKp09Ea7Nq1iyLmNxfMcXzjvM37QY/nTIGboAMlXWUTe33CRlE2UWVkgYdJ6nMMeL6fogvXS661PCimjkSKc/0YvAVanLqrQgDNDBsFdygwSI/OMZtcMUT83ujes3UUpc36Gb+vJpP8X7/R7w3SKkTSYhy+mW1anByJOgUHfb+0clMQ4d+OUGnqdJxOUK/g+bHT5YIMQqkR/1KVVVspqWW44IVS1WZ4b/b3X+Tvs02Lkx2Ni0f5gdNFSPoGM2uskOedEtESK9JhgqK3AjE7T0LI2RGcajNLMc3R1K74mjvmoJlxUmtH43Sd4qReuHnTNnuDVZ4H0mijpHAKVCgrgq5XGbNTbQ1dJ1ssYmgaNG0nl5IGNjU5hq2/t5lB2JqqSPv38W2NjyUQz3nEsKCk4tkRTT2xjsFGJne63HrQGWJ/X+lxsvPIjRkSnSojHJ9qGTqrdmRrlc1KjXarhaE3HWNGLOjdAB4iYStf5e3F1hCTsPkZwErejgqc3TAkaqXBem/Kccaky4lIU7n2mSu+3tp1XVSMDJ4r9QEnljSKt2EvDaRtp5WgZRExIZ7dv/aesSQfX3JSct3Xx3rmV0EH6j6uULZ2MFKlMdGhed6PGVWkv+ZYosFFKjpyaKFpzIEY35QgOD1zBPtc/KTqhbGdfrLBwYMSlefj7wC3AfN009fbOjNGEB1IgaA6SQHn/bAhZJQRlPPbZ0ydMJJp4K5HFYWgKKZJrp8Or09WWZyR6Yef2P3TT6N///Yrnf/+Cz/+/ONcbzOXVDkN2i1Y7wXdociuY62tchBgcFw/bjrRCtmdHJ8flS/NK77s10bRH3l4p+av58viBa8iCv2mYbiGyEE1G3xttbj2tWoUNY2yMecHsNFnys5b8cYfB1e+e6/L6X6DbN+/2ZbX8nxWLOgjeLye+TqHO13Hu4T6+SUYOk6RPR8CQj/jYT5r8XLjz4A3RIuTegr9h5IqTI0U2vWexYfHNu92+mTp0tFhN9Pg831ZCKKh8HhlJqnJ9Dum1Ui+GQWzIQ47dc3SRbK5MwyzKtfy5WkxKM1EICByx4nyef3d4KZ+byANTatcZFKcBqxDdNep2bzSY/mCrnF6Nvm4s8A4b/P+yI6IPKejF2UUmHhOPx0E8SZBM5xrIprHrptgxeCBpukYXgRPK7J7tMaFbNs8vGq7jIBTQT93dVYc20I+esIRRW/tVFKbrkxu9u2Ipqgx3elyS02LXbWbWqEL5R0ZgQ5QDOUZxrnoXlgut2nb0T40+NwSKSROe/FYzyojh8bM/3uUb7CdN+u9HpRKcNznQEaitbWdGWoyybpqlZ4nVc02NsfghxHpcgAUd0S2QFfnw5pIndza9kZ5P7BpWWS1FG1Pip2vUHdQ9EdI+tJTLcNpW9bh8RnQ3QaMcAPKa6ADt+FM8FEdY6p0OdePlPTXRz6Hvm/xboOMxLM6JvzrHjOdT8I2/gRFFwcWpq5UWG/dctcKMs6F07v7/Cp6ilXbkWBBZ+QbPDNs6Jpi8JdRR3m7rhU+A7OD/BjLn4MJI5liQ0QxbcZZTxU+PtJyeNF6T3b2i/p+gQbYyWUVge+XLvfDD/zD336b+7DziGTKNmELuO4y55ckulIs9wacSKPJsDHy9I5FepV3+XqgJ/8twdtdjuIO66UzDFMamZT2sHjCSF2RKbYwaRe6K4UrDoEMLl3loCkszO92+uETNht0rrb5MNXT/k7xFmkxMqw7qiBlmo3jHkvFoodxmtyc5cj2AY5YLhS4gMjucs512hXZZhWu2tG050whodXfBVQalMqQoaVoK8LSs8PjggXMQCE6SGj21WTCdd8wqMWJvweGgy5P5FnJw/PAhPTileT5w2R4DyvlGXJQvY0Dik2yWoFOF76tDUatpl1Is3HZY4miPw23OT430EdLlR5lYHkbYI1v+w2G/VXetboYzQzDts3vZsBMqcteuHnzyEFgclNwF9oPKy4eDEURS7VGcoXe5Vv5iD3Ow6OXJIaNguy0VSWbrlJ+KGAMdG7ORMrUQbVIlgIf9xtkL8PHGc1Hdp68DJn/4IEnYJLiD8E1iqK0KG/TgYHSqlqJRItZk8kLpzmChz8tKYX426mAGlATociHep67WomPAJWe+z2mFSeB4hjwO4Ckx947D32U9rtegbv7shMN6XNgKbx4qBatD537a6EDf9ShQFTRbxgXyeREsR0XgUfGRQ4F1dBclGMizPjkHyuoiUxEoXld4zQyWnNCSCPq1/0C17cik2Orq2EUbVnitZwZivEuTmqn3Fcr9R7v2yVZDmBAp9Dl2c6gjxXJFIUJI5kya3B2BdVoPciOYvLtl3HXq4W2A2sujfs+CC8lqwgszMj0a6fD//1//pndn34E4C+//hd//od/5uc532deqXILCTM1H/mWz/EhIw1MeoMv7dvAAmHBEN75i8bqzK3JZ609MhWUvF83U7ajAGSnrnSVA0unk0pxV+m5vEShdTXGMKnwdq86X9plPjhMsOwXGtJVPmALAPEfd3Rv+FiDsjVFmtNYiKLTpGHY0PhUg73AkO15X/9GaTGQTkSYaCRsA5NaR6ZSgWO7A2KabBmuazk2I3n8A18Kbdni1eRmIqXtrdPqgpCu8v6+4Fb6TB3jvsyHCe0VC6fFAAXbTiNTO8JERdlEC9Ew15pMc8A3GYk61Bt8KrWgfuR8JwTAHOVBn2xap1PIcPH4OuY9CYRylGfrctp5u1tK21heg3btlvVexLjpoisFYpLGF35aMrkp2B2rVnl32+WZbZYraywzYFgOL6r+Yt0HfcZ/8Cp1wa3VhbDNmv1PtU7hPVuDAVv750o6ucnNGWz20yyxw3OhwTBE5ng+L3DdEvXI7Ptlm5cidY86h/LdqF1GwzFSxkKLo2OnGU1Wa2/iekDmgKXjOlvY7dcH8a8dO7boThaeJldk1+pBqhRSiF+XLc3HL8BS9Zj1mozE8XUXDJmbt3Os+ci3/JrfoaPw+GGjwN39+OHj4RXRQSimj2RSedeuUAdeFUILtYd8HtZExg2dTumerToiC2OCOlqqYTDo/T3d3rrqH3bU9LwXPzOkgdY2VJoNLgoN9sKeXenee1DNcOOQUZFdWSLFgDlEMoVAPRtU22u6ymauwEVjWynCrtPZP4Nj21Fnhkcxxbp+vnhRWYUFGpl+2t2C/7zml1/+A4B//Kd/Ye/nH+d+n4XXZIrAyMKbEtZPp5BpS9bUqLJXLvAxkwJkq8JyXoZRH/MsifhUWxXhxq0SF2sD9hAMjp7FbvMStP1RWlg+z0rumL1mULvL14Zt9qx4DDTcUxKC2weeCVEMzQafJBP1Hn6GdiYVfoGlavD8xit24Xh+ACqLUdqzxzk+2Z6jfIXywDYQeUN8g/P+Z7k++xZpMbTDXJ6t0Is8HhfLEtFz3R1pAB0VZDwZXHGRSmEE1kp45NvtvZOb7rSRjTn1t0ur0bS0PJZvpkd1i4BT+/0pQtFG/5IbrcCpp/D3q6VDICiEfn7CfgyoUVWeUH2RKj77e1vaPubdvrwuX6Fcr9CWNaZEAd5b4BZj0CQ76Io08tvvU4MqqtOUg3w98mvVq6saFCaD6dQUG+07hadYIqXstBTcKUgNl3fqx4y5n12g2Hv/Da74yhp7gCsFtFkFXWcp5J0sr+UnfWgfwuvn+RWH+PvEpuEA5Vc/dwvb6Sp7g22WnEg66fRy5qe+oyK7x11OU1pgtOHyUT/QGZY9HpAtpmPyJW/Nm6g0MZlmJAuaj0dEZEXkZUWy6ZiaT8hZ665Z409Feoqqsab+zlOrTkRBeVLfguCNNJJ8IJSm7Jbufc9zDx54yu2Mf5fedVAVXq9SHKgMv0I6mCs8dVVdho7J0+UWhdkimQLgKXC+UW0Kfp5KBXTpU/aJ1B/VtRmappt/Vups3de4lrXgst0ad602y9siXffFzwyvgTa9zXvOw3U4l3MuwvoYO5LJzXfaKWHAOrFUz6zQQQWUiCEPss0+yw2Ni9So+cnW8aVTnmXY2A+OYop5/bzw4rKKxALT5X7gp593+WneoUsevJSBCYKUO7/X2v+b6ujfLqNKUblWvSZNthkswEyC6WuPzIB0XOFqQmTWWKEWXZAvP/Ie2nDVhQqC+ci3OUzPaMHWHB1+KpaKTQ4CUw/iGelmu/6N0eK4NA1TKTRZOVZoVV0LWag516NMidMUiMPe/r7KgbVKJ5XiNKwTlK5xmpEh/zEZ/dum1TG0FINvjheE02w0+2y8ZloMSdf8roYlFWPTlmZ/b6SL7PbdY5xUg861kOsXiFlqMrlSBibwPgfcxCm2uXSeUhROlafYEbwiuvdUfiaEOL/w6zPWVHocru1zmrKtmSI18f2lrcSkhZG2kOL0Vig3NAqcRtY1UZQgs8GnGrwfzEbD8+v+J2Eb4NT34zHKeYXtpYBUzVH9IQ//LTYpV1ITpG+lWYqo3bNSH7iUaZHeF06n/rTZCuXYTrwouI3fcSKDAuHbF0E1kop8qNfJVv2dQKOnKNPCt0f//twCKsfifSq8dv04ja2YPtUyYv8oc9ttyudVi7PLMZ1ucI6Bya2crvdiEKxyr/Hpcv7L3zwduPZcJSDSO8rQNXm63KIwWyRTQE2mSi/gvBT8fNiQabQO38qwXIH1HTefMTT1zPAapqosaSnacn4r9Uv53Ss4M9JVNnMpfxfdiKsnh7LmLuNtsONh2Cj4a/qGwm38XKo2OagG8QLRge39mKih8OsVFJuRaWhh378eWUX8f+qvf/3rayovPDH++Mc/zsfQZEJnH+5yzFfwSfBKoGPoxejOLqbJcFbDmA4XXThIaCgB+Ap9x0NCqwkSJEiQIMF3gRO99NqjYRMkSJDg7eDNG5n+8Ic/vFgkU4IECRIkSJAgQYIECRIkSJAgQQKB//XSE5gV09ZkSpAgQYIECRIkSJAgQYIECRIkSDA/vHkj00vWZEoQF6KuzammO58YWorTVNifJjoHxIbIB71oTNOeQsxt3LWG5p5/greMKenFbHCRKnAzMZmZ3GgNhkHjFUafG9q4OSW0+vcAmzd2Xu0rNLkpuHm0oaU4LQTQ+DyhNzx7z3+uiN9pnE55HnyX5wiFfB71/tM8i66NOUN1jBi0NTQ995RFahdDlyHvUkGsd6NrrjFE3Y0oWWMaeSNBgpfHsFEI2C8BPCQKck9Pyy9B5ybudboWeY9onWD0N908xyHhPwleM2bRcQOw0LPcjQUW/v4+eMnucgliwhywdNljPVPi1G4rrBT9NLQU7XtRoIxGgY/jOgCF4N1qSBHP+3HFzypsVgd0UpnQLifrPYsTdAzeUKv3v1sEFF0MQlS3qYCuFcZ5jXeycGx4Z6Sga9NsHMFFSmPT2zklt6rQZZ734zrlJLT6+4YsaLtSH0zXzjak2HhcOAUbPQWTXcjXObxc41OhwXK/yhI6RiCP9XeSig9PlyHnuWpce/bX+o5nn3ZbkK+zN0Vx9eW1POs7VZbk8/M9i7SbV3y9hZUKPJuwlJbPQoXNCeZgdEVh6iyE00O+zmHRX6TZzTM9hVKv2ryr11me4tFCYXftbIoiwytrGWfO65UKdy3v3N2du9wFuHU6stuhI2eEdt5U28PvYGg62Ynq5iVI8JLQ+VLLUZadvYamKYvYp9noD6AxkAWkdW4GGTaKI/4RKLtUeuxxhUFV6SIaBG/3tyJZCpxqx4InR50/lR6Ha+fcmM3ATldzbwQQBwn/SfBmoOgHMeU8d/OA6M6e6z2LD48hez9AH4qLN29kSgxMrx/DqzPa7TKHauciR4jv8f4eR9kWXoLWqMVkAGH7u2tIqF0f8nW2cjWuW3m2equO0O7AbHCReWDTOpIfeDsr6XQKj3xwKU7FRGl/E1hAm16zwWd6TjcHWyAytALDo1HXpYt92Atixukqm5UCQxMY2z1Wx6A4akmc0OrfCUxu9qVhJ8oA6oJH6Pd1kJOCxaRCQrrKgbXNTeGcpX6TLKby/2LcdzwCMGx0Wb5shhjxA1rJj4Okdxfs59J1DLrurjAO38+zNTjmuQVeZWB0lpgY2j7t1uj8WMnneaIsnBzAt0cTivbzezpQ2ZjKmBe9FsZ5jScqlJuy85bdQSuq45L3vXr4lI8eHKXK+0BSOS1keD622M2IhgVqS+0v7TIf+lWeGw2GxfkUSDa6LWjdc3N06f4sX+dDs8puczR3Q0vxeS3K6Cf5opQtrpVuTUEyw0p9wIk9VqLfJXhDGDbOoKe0Fb/aVzp95dmq5wSPzOdZuc2xpJwRI2OO7P5XtvdUcSSDB3Wl0jVOA5pxLVWPWS88MqTIksJvXLKRg6Iil8V0BkZhBuUXEv6T4C3Da/AdB0VvkHu5bDXJmg0uMm2WM8Ajvr0/bBT4+BA66Fi8eSNTEsn02qFjUGb9tsbHVNsRsodXbZ6osLXaFd7bstoutUK5B+1Sic6OX8Bf8nkHhCKF41WQh1drzCas7JAFbuQ/h7qO0S1xrcjzd46ikmelfsxBNTkN3hxiKoThbalNbvYf2JRK6FBG220NLuE+5xgvjfM27y/7ocpXttlXrh8JHKfq1FoprvMV1nOPLDcVIS+h1d897NbVfjr0KgMTQO+KdsZrU7aj9sIV4ZRn2VzludbirtbiGsYL/SERQqM91Y82DheLZClyYjVlC/CySyAytBTXkW170ywfXXLSdHv2jR25b1dzPHUHCEuwMFZjNrjRq2yoj+Uz5tnwnkUxoWu0W7BSP5LnlW1wrFC2djBijRnGpxQj+Nkah/2oQSqiq6X+AGvbzqeGdsay5G1L23Ch6RN2zAxG9qjOSqvG8wAZIXWF0YKV+jZLgUroyPga1uLdbguuwiUzyPPgqbbPzfaEBtAECV4cOl8ejtmt4iiLW3X/ubFRbWI7oOYafehDkV2Hp3j2bCslzgUIMFwtwBk4IRL+k+D1IoD+MimupX4sfhIRcR4hixldEcSRBRg88AS8n+fUFSy8JtNvf/mVTucXfvnlF37p/Mpvcx5/bgYmEy5ScKp5Ppc1EU413cmvXUxO8JRY9PxmHr/IRrXKrmVxYh3znElxqmkYDznW6ztw1uLJmw6QX2O5eMRWHu7O/PUp/H8iBPCuZP/b3pgt2urvxtWpeTzjecfixLI4sXqs5+scWuLfh3V4t6ps2Fe/7gLj6/yMuf+0z/Xa1kd5l/6/HuuhF5oY2jlcNkErcGMKj/6h5REOzAafOfYLDKYp6dfkpiHob6naF/cd1Fmp9Jx5lCt5tgYWJ/0mu80xkQJvkFanpkXnerW+QSF+PvlLP79S9yK4BoOoB9GeJU0uBMPHewCeapkQ3jmuxpjNQyVPTVc5cPbNJex3yap7KUioGSi1zAYPDr8fNkbv8PnhlpX6ZXiUT5w6VbahhjYfY/N9HaMl/ttJpYQxulVyr9E+0J2mFltMmA0upBH8qX3FEBg29qXBMb6n0tD24bJJ1tQx9AafVD6la5zuw94lfApdkwHPrLGMoBsn/VzXMHYUfpeucrDTnU8tEUlPHzID8e+HVT5YllTehBI64o/S+y//Hc/gKt+r+uc4HG65zoTRiOniNxdaA6MxAc9ZJMwGF0kdF4fXvop3omJW2SkKZoOL1Bnf7ktcNHRuznAcqSP51y8bqxjVPhI8fXQ2KDzutubmoa5945sUhm5faO9Zt0xy0quwUt6OlGlepCbTq+U/rx06nYIii0W+E7kGhcZ3m93iIWt4eeUne+/LZ70phNCx876jzhmF/noVRCS0xYkaOKHIY4f1vFvPCTMwaSnarTxbR+r3OXemzxyx0Eim3379T/6b/83W1p/44YfF3GNekUzGOTxV8OcEZ9ZYAVjLsLSaA24Da/+8GBY9v7mMr1hk83UOj7aBK75mStyRZ2vQdLy3RvsWKBPo5Qj1Hgs4ESIzhtDGwitY95uCpqSvBCPbtEK/j7xervWwUeDTguY/EyYd/9aTPhOAMEPT8L7FdabFem/A8v452b6aGnTP0JRRTGs5J43H8SqmB3xx6iflYbv4/T1Xr+RdRNHiWJgNPt/nOLTCI8Vmnd/UiDN+lFfJFcGkh9fbuvWm0I0Ll7b5afDvhLAxTriwrxXpclMhU+VgABeZAs8VoHJMFhNjtQylFJ3egOV7eLcTNhEddgZs3We4LqX4pnqQ1X1dqVPuDcj66o+4I2KXBuec7q8Jr7r5yLdKj81uFyyLXV/qqcnQTLOUDiysMQfodBRP5Ep5W9YlFOdYbIOj2eBz65YnOxIS2JR8ytBStOlxIqMNDqyqFIZL7ugH85FvrrR1tX5Ly0OTIiWnnSpMng45mrTfU3tb4mNk0Omke0DO1ZmjP9JMrI8bhrbPUI14M0VkGceeH+oaF49H4QrnuO+nQbrKgTW/4V47wuSUpWqfQwp8eZFZRWBW2SkK6SqbPVjO9OFKw7gU6zIkKhLbDSddLiyqFOKly3miWl18QOElbtj8NGJe3w2vl/+8dtwUzuB4wEkxLXnjPp3Vfgj9Fdm1elB4/N7T9CGOzhQPaTYu63zN1Ph6rrMhZTuje89KvuJEE2/0LfDe02xwIUWpuOeMqM2Yn2nGo7PcplmlRpOMahpCsK5Umf6+izMy/fYr//23/83PP/+4sFvA96vJNFIa8iJ3kZFRY6VSgVZLMNt8hbJKUHqDzlmNu1tx7Xr9mN1qEadWRr7COi3ubkUI3OdSiyd1DFOns1+S18MoBwi2AAAgAElEQVRKpc5eQJRD0PxU3BTgGjjsM1UthXHjh0MtcOcpKqscZKMUojxbg0nrPYwOi7gHrQu5tanDiadflxnGVw93pVaH69mVFDFfWG+c68fhLdHlGONkNEbGTkMrMLxU6iAw4BngymRDpsJtrMJpd0dZRzsPWiiv2Vl1jbdGqxBJi3F4qFqo9KNNr/k6J31b8Te50fa5lnV2VvJ1NvtVnyDxKmgxAEHCtXsvTpsuN+D5FifV0g2T4T0ianSCESMRWu8HoRj3HjgttVipZ4A02WKV7AAuMhnuqFAO5T1FkcJVDEitqPQ4aWbE+qxtKwYmWXuJHieWZ+Bik5OM6Oy4WW7zbqdPtmj/JsMyXZ5BGmgytMelXU8N99mY7ab4zIDn1UtpLHPP+06tOSgefjQvJUXDroWSlXz+Xc/ixLu2xSYnPbh4NEGumXFe46k1St9dyRe4ywWsn4KNmWxviiMpROGNbLDgUoS9CqP6zkTEwLV6rXctVSFaRqUepJW9lpapky+Im0LKpRD7zvVQWdO9jiv1AQer56OICpuXRlw//XyFMfJrbcTbty6bo/TNTI0nRQl35MB8nZNL4skpjw0uSrVg+TvibIglv88Z9j3tZ7Dfi+tdjnkP2aIwEl9wxIG85PkBvrVTgTWTgNBGJnb9vwvk/XVNyuG3oU45Q28KfuzwHCnb0OAiZb+HOofHSu28So/DtX1OU7CSh/eXryFN7JXyHzmeq3Zgvs46bZaddRsn88x+vev7Sh7uyxw4xpO+soxpsmWELOxcruoHedZ7itVE0T/Wexa72PLhFPUbPWt2U9jn+vZ2dM9SibtJeMmkqNR5f98VNVTlufGebuBPhdH5koNqlQNp5I11zsgIbZuOvtYHHKyqz6zSnb1v/WuZbQ44PFINvEqNJrPBRaokZIU5H3MLNDL9jb8B/9n5hT//D/CP/8S/bv3Mj3OOaFp4Tab0Ku8cpUF4rO2XZHtSPrahPLDIpoWA97lhknUKum3zIVNl167boqXo6Ba7xSK7gzrfMm2WBxaHVxofS2IczgsYOmSLcHPe5UNfLZit09Ea7DarY+c3F8w8vrdIMe7DKWV7psO6MERB2WCVkacW3MJKdGe5Ac/3U3Thesl1l+s3dSRSnOvH4C3QZaSAEIUAmhk2Chg7fWcfA9Jbd8wmVwwRvze692wdRRm0/N4zX00m+b/+A/AN0ipE0mIcHpptWpwciaLqB30/k7gp7MNlf2SoMXU6TuezV/D8IFKw7Pecr1C+bM5ucBwHWY/JdW8vKkHeZhVq0ekK60F7yv6+0uNk55EbMyRaT0Z8PdWUYtrpKpuVGu1Wa6S8TAxpTCu7Px3e37J+HDJgusrBZYOLTI5Nl1CVZikn54ImOpNa8yly7UeRXWvAB+nZN7oAGWko8y9gHIHYzae22Rus8jwYFX8/XDtT6sFVKFuj+3iNncNGgS+rRQxdJ1ssYmgaNG3nlygW+n4mpWCEkcIbUKckQEEW9bjUTxSF0VegeMJIgoG7HtVrgSuyW9e48AYGhMqa4t0ertlKThqQRsbuzqi2VsT1086XQoqvD2X2BpbkiSY3BQ2j3yQrDc8Xj0fO+16qXrLVPmdJ8vk4cspd7SH07Ig8G+LI73OGN/oq27Q42fG8y7HvQafT3eGgKQx5z8cDlu9zvMvl2Ow3Qe5T7MLbA40O/v3jGB3zeZEy165z2Hc75ETR3+N4mQEBtYjczr1ipIwfV14LrYU0A14V/0FEuBg7aoSLTkdxXI2TeWa9ftjY5+vaMYeWLAava3y8D1k8U6Rm7zl2J53OfpfspSVp2Hb4lIW+kLYjm+VTZ9ZYIc+73mxnifNM6j0VZ+SsOk8wVtk4fhApnA/CYcW918g0kqFW6srHsc4Z2bGwUmG9dc9yr8zX0j439Zz8fkR3QTUqXTCv+BRWv0niyefIsjG9o21hRqbffvsb//PnP8O/7PGn3R+A3/j111/57aefmKedaS6pchq0W7DeC7pDkV3Hkxccprx+PFIYsjs5PqsHhnnFl/3aKOIjD+92lO/zZbGxVhEe5zQM1xD59maDr60W1742mhWyTVvZHD8/gI0+UxbYizd+OGJ0kAjtpBRG2J5WjPk6hzuejkP255dg6LiLtrqm508RiIdZ1+Wlx58Bb4guJxVI/MKDSr/edp8yCoIuHR12Mw0+35fZi7ydx3t2vuoI+cHdWNSp/H5pNZKHRsFs8DV37Hh0AUgXyebOMMyqXMsXpkWv8G02uDhfdMtik5uzFrF5aCjc6XJLTYtdR2/Q6RS6UN5RPO3F0DU0zkX0arncpl0qsDzos0GDzy0R7XDtfBb2SKPInN2irOO0lgFkPQ0G/rPGFpqCDMdXbchDu9BwfZfdqdA+K/DtNkd5YQYmG8GpI5MjiE+Jd8e5Rtay2NU1Lh4vObFi3NA0Hc+04G9Fdo/WuJCttodX7ZmVAgeOpxYcr798X0C4kTRfDvgwCNNEEkTAV2y15cgv6z3ZmS/q+0Vt+zGy5lL1kneFc4ZVkUZ5c3bP+8tm7OunQ573R1WFxtNky/d8kU5Uike8PzvHqEoepZ/ztXzEwQR3WO+FnB2xzoYZzp5FIfI9mNwURITIXUvUaNlN63TO1lgmXguoUVmJOlv3Nb6WLzk5Pueii78L8zSIarQSkTb+/dPlJF4d/9Ex7svsKs0pSCsyxli6nvV60THwXaHER7vIeb5C+TLAQmg26Ow/OKnZYvpdvpWPFIdsmuxRmZV99X5VDgarXGRSnM4cwSSfibLyTAH3XBSKR7w7y/CZujD8nnl/IM7h5YnTZ+Vep0K5uYPRuhelB2S6+/X4AdwIMAKP7iNkh0UYcBcXyQTwj//C7k+2SekHfvjb/+Uvv/3ET3O0Ms0jkinbhC3gusucBQCdTqbNck/mriK9g3EvT6/yLl8P9N6/HYR0kPAIanGEL5enw1YadI3TUo2PpfANEsi80iJkcdg4E9bnMJgNOlfbfIie2t8X3iJdRnaYizrk0mwc91gqFj2KusnNWY5sH+CI5UKBC4jsLudcp12RbVbhqh1Ne84UElr9XSG9yrv7R+y+xUHtjX1CKATUZJIIEtzNK76GpsohDJbE7TqnGDBSrRGflcLkHuf/P3vv79rItub9fvTCyfce7HZwkjMzkkFuGc4dblTC3RwziezEGKPUyaAydCAlzgzeBmdOpBeabYk3cSp6GwevVcngQ9tI0eXeAbstcNV7Zgc7cVvM7P+gbrDqx6qqVaXSD3e3+9QXRLdVqlWr1nrWs571/Iz3XnIgLOciFLqYr1O9LzM0DW6OGzzWeuzVKxQp8363RfEspg2nIunrggWYDDvwqpfHVTK9Wq5Ie43o89NB3L4iEvjv9Os86Tk+tDb9vaOyxerGHYumr5wbGQZUKs+scEpGNFxO5lt51s56LFCJesi1x5/cIjRY61EFFjcBVvi822LUX+ZV54Jhu8Co6/K+GeHw5aVmj9fdDSck1OS8fMGTm1A1lSdBEib0JCiswPEl1GP2N1lYV+ZcGnf9OZBG1szzxlHwbKOHDpozyqpTI8/aAZy2LIp1cUB72//qcVRfEePmISRPWy1u9Hs+V/cp3jd8r1PXAOh4Rq/2HB7ghsN5YcbOhlJps+emssiFvR1kL9ykyABHttkids1eL8cJ+WmNHgJzU9Z+i/zHfQbThe3P5/4K226kgmUxujzh/W5LSlEAo5bOh/stdhIjRRL6Z17wiMaSBk+mBfmXuu7zbKcIpV6o94PK83H7jHXJp4Gbs9hQFnoYtcocBWRHOcw1hfIudA5/bBQ4asxB6Sfh2arL/fDndf5v/h/++qtTT+73X/nP//6nuYfLzStU7lmER+uBz1qJYsHZLIwW190kl54wKhRLXU5bs1ceuCnDUXlSD4hngFtpqdDgsSYSlK42m3x2K2OUW7F9LLalKkYyY3My6scJcqIKiao6kDhovPH2j2o0XCNf5w27vA/8Lj1GLTjK8UyVYETSafEcndOcPuH8Tnv/C6VLZYW5pMpyDlwFk1Ql7Fw/4enAPYSKmPTHwbgkyvdcl3dhv84CFsNuaYLwoJdOq8+EfJ3Xd8fBtW0JS96k4WjPRYs35XJgrQxbx9yWvKB6v9pg7MdkXQtWtgl84nIgJVQYccvWxiZAt1qc5gpcDTp0c7twZrKu1ah6fNYSB8J6noX6Fk+78Xz76cTNQ+ILLsX2GYvHG1zR5J3Tx4V6P8jXQ/350BhAbYu1fJ5R65hbalOG18FQP2bxTDyruN+Ee8cbytA5yl1Q7JW4kt7p6eFBujep+lG40un8qiOt9sJzHxIE876Cya28lbZqUYQG2wVGdw4/yy/zanDPEwUWayssYkJ1X6m8nKiCpKv4r/XYq8vKzgrbfSmcNFztL5eLKmWngcPPIyE6+TpvS91QhUiD8/I8q8u51YnmVFkqpay5UD+A45bwYpKrC6W6f5o+D/h00vLkDFT7XmWf190TblrCiylKV1PKKXPZG+Y8Tw4+P4hOjQy/sqR43Jh5CFcq3QW44/VmHuExYVOtuf861ah6kptMpZ1YeSpYPdSpWCVVwI3lz3T5kHNlm2nhVs9K+iTLa98F/6FCsdTgg/QeI0tUczs3SEHXs94vZJZzt2JgPg/LsOTJLBY3eplr9tlrV7ycuh5vrGzxqnvCUF7zJ92A4nLUKvP+GKpmn73+ARwXQvM24brL13lNV3qn6DMFknjJ86z1pD4n7jP5OnvhPT6EZNkx/l5PPnBzI5tNlpz1966JX/Uw4Tyedq09oyfTD/x5/V/569UH/te/4+VkmneRuWfPyZQA3/qXE5ppL4FZx0mkV2enWuZ9IQeI5Mhvq5oTKnDAk6NBPNKXOdwCOhucrpjsIIRUejbb7TPQd/1QME1jqXTATvvrWlUnQtiLxLOGGJx3OrDsWP4crWog4eDYnErA4N5L1BqBdzjpRRacOGj4nicLdfVzFqbKFyXwdA/UpsijkwLFgxIfXDdcrUbVdF1Ww1Yh1wMiGDozy/3Fl0iXsRXmNNZjb5LGwlFSLbgJjiv+9c9Nk0PzktNcjqHKymY98Hlw5+UwEeXG+6np4uXSajItLY7loflAwtsjr5KYb11c659xo5c5CiWx/FbocK0fXCtLNV+xMl9MZg0GhXeMy2/zdXbMTRY866LFjfSzIP1W2D4QJe1VoXmL+31lGETxQFSCSzNPImeGU3bXscYvNc+motVIfrV8nb22EDCvpETX7x7KvM/dU7W3GN4v+3zza4V1JCFkkRQKyXEn6XClJ8vLa7HGJZ9YYQcIhIO262AYLMQYdBZXJqiAEyjIkCCspvYkCNJ/N9dxDsiyy5XIESkQFz4AxXafxZbOaU5KWH1wFh92Pyksk4WzHquFDW47Gxx1ZrQe55NkTbndCm+qxyLPTn7C+6fqs8brrWWud3Mi/MvNRxfsPGsHcLRBIEeYizg5Zbz8nU/cG9LcP/k7j5edFjYPeLXrfK/VqDZrdL3k2+Pmoc7b3rJfFMBqcX55xnb+KxqHjAtuByWf95vjboiDIqwsBnGKpu+H/5iM9F2Ocm7ibo31A9PjP+NknlnvhxJc7HK04d5fo3rm0twlnzoDHilwK4nTfrqZCttncL6boysl/l7tbHBUhnfVrpdcfmi2KZoXgjcMCjOsO+edymWOpMTfq3fB2Nf4Mw+TPVPab73fIRdUgqrdZuTKrjl1YvPZ9hk5X2YcfL4T8VaWz9ZWy/vaO0O4UUKOzB2OFEq71nK//fbbt5TtZWL84Q9/mIuCaahDF7494fGFI1g1Lrxgo66jHkL5N2IRyY+ggEJRNdRzDLcS2rZEouFpXUFdnOdg0YwJ2cvwrBjqOT6upIwxlukoNm+AEzZU6lFlI1QO1IVbNTJGOeooXFXu3nE5mTJa/XvHtNXl5t2HE55KHW476nAFN5zZv2ZwnjsOHXKTHuGvwYBAI1f+catiOWtUub+Eq9fI/VSEL4l+xwiUnoHkuSrM+YjnVwn75Jj2AlbySOJvTVHpyQ2NFONRvFSEcgYQHvdpk4GraVyEksj8WArdDPBY94AXnEdlKGosnn+OVUhfpCR4j5/E+8sjbZ9vymWhtBzXzS8WVjg9ppmn54Wo6vbGS/YsJeYH5LWiDi8LrrnUhVLGvX9CaoL4nC9p94pxZ4aM/3xvmH7difWxPUVaj29yrcvrw0kuPxm9GJzrsK0624xbO5bFKC8ZBCdYay9eyfTHP/5xPp5MFpzvwm0pUzR9/zAYGpXkUIvwopruMZxeIMpVZsgQSvSdDhmtZsiQIcPfN4JeEku1Jjvtb+HwEw/ZAxWpypOMoGJjvrlAvnsYBsNIrsgMGTKE8/eqeE+GL4MXr2SalydThgwZMmTIkCFDhgwZMmTIkCFDhunxbIm/vxSmzcmUIUOGDBkyZMiQIUOGDBkyZMiQYX548Uqmr5X0O0MYBuexFXein8mqtIi2p6vKIxK6jrt3qH+higIZvgCmpBerxamyCuHYG7nRFVUYrBanUnWG8dUYMlr9rmDoM1UTA7+S2fyqWrkQa2T+7c4Lzn6iG4DFzZSVLOMri8bAanGu68EKTqpPuRxY288BVRU7QUtSFRzVZwxvmIp/hKtahSvlObQ+2z4/DSypclno3Qw9sTqOB0PnKKcnJE42GKZ4j5EVIjJnzL7mGsv4R0r+ETdXY2nDa8BZkzG/NfTUfGioJ1d1chqU5G1Fu1aL09Aal/nJacsK8pe4573IteHMRQKPSzXGhh5ow6vIlfhJQysZvg34e4dMD6NWS5pDmY8kQ9CHP//p6CWGJ8Suu3RnhGR+NuX5YUp59hmry30ZfM3qchmiUCcYlOEk7psCqnLbQz1H925ccrYab+sm57lCbOWl1Z7NIQZDnqcSXIZ5Qkq+mISGW9lFAUVy7+GJSDQvqr8lJMGM3JtnbR9Oczpvw4n4SssSXWpOqeEkZLT6XUBKfvqopMMUST6tFh87IlnqJAmfQx3xqh9GE65qLBZCX8lJthOS8CrXxzMkyVzdwlsLV400+4sC2gQly/PLcAc7tp38HobO6cNmbGL/NEj1Lh6vcRLTSpdUSXRFotoEODQFGxxFujmOJoM5c4Z6jo+By9FEuCqkTjAc6Z6iIIN1yQevQIjF6E5j3a2CVGlzWBDCdlIBkeGFKMRQhPj505q8q8i0rdqDQkl/L7u8ajZZnOJV54KMf6TmH6PLLijGKUAbiTB5GsBSc1/81i0+IL/TJHzIlRsSC9u49OYYueQcXfk6e1s6R7kLb00vrmis9vpsV8QB+HrLqZIZx8vC7/+trw236m9bEOXSSsEvtFKrcdsJ9z1YbThIGwbnTqVBr3pYbOVeP1/aam+LoW5QfJbqsRnmh2Ci9gUQa85qcdpo8Ni4F+vGeuAzGutbBUbEVDCXoa0EaTq2iBBe8mwVhhd3ovCG8mqNt6kKJET58/CiI9brFPQ5erib4Nk+XrySKVMwfX+Ircggl9vWmqyXGlx1NNZ7yzxZSKWYcRbwPW/tfecLUTp02/tBsDKH+5vs0P4SkGetb7M2zyatFh/psefwXrdMeaDim1vFTcWg83Xe1srCMjK2crjBkIovcGa0+h3BF7CjSgC52s8+i4m0YnGz6xwukpSlAcQrCdSKLkBZMlpjfYwy1F0fHgydo+M0fZwU4bWgwNgKo4PAYUJGfLWjKREoi62qGOcIt7XeDAf/aWFxs3vP62aN15ttP8Gyx3++TGWjMO1EKzhB2mpTQeWAydOgFDzI5+vs9e45j2sgxPfD8+cfXMOTlWetb0K5wNOBzXZBFHXw+2pw3a3ypl/nqdViVPnSSboz/iGQwD8ifEN+xxpVe4vhXZM3aYphGBfiwOq+t3kvqlsezDjveafMvdHiplBnLR9S+lktTnNCqReRhyptqs3W9IqcF7Y2hhcd6Nxxs38W/E5r8qZdZ7udxJfDcOjGoZGr3RZFR/5SnU+WmiaHbluZfukFoMK2bfLGgifT98wZmcu87vXYq4hJHF12edSq7FRmLKwzCawWHzlgz1XIGgZUKmolsHLvTGi3A2Hlqowkw9fT/QAY0M2NsRCFFGsvXsmUeTJ9f1iIWAzCZUudw1pnjOW1tkURuHH+HBkGw4sNrqQ1custNo2l5gF79WyHeHFI6T0Qz0DF4eutU4FCCBGwbp7BXclTXg5Purw+68duNsV2X7rfF0ICHgOdHFdajdXSA4uy5TGj1ReOYPUngMfuJaN6conjOAz1uNLT6lLL8RivpBlZFgv5L1fSaaKyzrJhwYFaMTTeM8z3nhgzB4N4ISz4yC3Ga5SDGLWOBQ3sz3PtBj0Hlpph9xKBob7rlJO3uCnrDPttihicO6WIxyuYBlyFlApLTflydNxWJ3yTiWC1+NAY8OgqBzSNJQbcKoXgjqCjgLdMHN+XjArHK7zrJ81VTVT+NO5hZdP7dqgfs+jsFQubcKobE1YVnQ0Z/3CQxD9cBY7SiAMYOt1BR9p3XYR5jcXNsVBmuArO4YWgwdvQ8+X1EeRjYe8f4Wm41DTZWz5x5Jt7Fsx9Fmtw2zhhWG/DSYNHalRj5rJYD7reBPvj/3+puU8QL29tFPebLHUaPJk4irVLhh1Yam6yoPSu8pWKscYGj0Z8BM4njuz52NjlZnM+lRFHrTIfOJuv8SNDAGoessF7Z+u4AlZ7JovdAQwURippHwl6ZTq/1ZpUq0BH5TEcaIjX4b5dwltnPYxaZd53YWljI2hEc/a41Z7NYcHyvKzCHqKPhRxXaOIssxvyrJTheqDGwmDYIdkzKw6//fab/Ryf//0/f7J/+in4+Z//+27uz3l8fLRt25743whM2/4Z2/6pFvq+V7N/AvunWs9+amr2T2D/3DTVbXwNPHf/Urffs38B8dsUn196Cc+a9lOTGjWb9s+1nm3bpn2t1ex727afmpr03J79i9a0n5y/gtcmee8pMaf272tT9ksa65nu/xbGp1ezf5LmUvED+5c4mrNN+75Ws69N276vafa1KdOFTzs+PYVvN/3fNkPXQ/eI9lVd+D5odWpa9O7XpPWsxczX9P2bGinav69h/4RDK+KmKD9MpFEXpn2tJa1LcT31+/Vq9k9IdBf+2+un3PdJIL/ntG2oIN4zFQ2YTftn6dliLuI+mn1tKtaqh+BamxX3NXne/blNQxeq9xDzPiENOG0Fx9KdtxielBLueki9VmP69lOEt/bsXybtW6824Zg47Zs9+77XtH+W58HdU8ym/XNYtpD76NwT4Mm9WnQ8erU5rQ/Tvm/WRJ/A/rkWpp2MfwhMwD8cunlqatI89+xfaj3btnv2vfuV2bR/UY2bJ0u59CRoJjDGY2UUH8r10OvZ93JfbNN+6jXtX7RadI24/dG0AE3LNBqm1/DzXubacN7N7Akar/Vix3s6WSXlGScyHmZAtvm51rTvwzJc4Bm1yJpOf/9zwLSvA8+v2T9rTdu258P/x55FZj2rJMGl4cgeKz1X5gkJfXhqaoE1HuQn6t+o+uPxGDO07sSX/pkkCSE+LWQJIfs8xZ1BkuZRxdNS4hk9mf6Zf/23v/An56/f/+Nc4VY7O+blyTQ8gccaQRdegMIKSwArBRaWS8BAmRvoq+G5+5e6/RRhDeMQdscNwdM+T6NNnRTfwLjelHUW+snW+WI7Pl9A4v3OWAuryfP0fyZM2n4K74M4q/rorsNVoSMsF7snFPttSdN/x8hyvJhWShw5eUY8C3He5NrLn6TBZmUu1qyJ8I3MRRItjoXV4uNdiXd2vKfYrP2bGinaj4R/BKCx3qvyaaPB+zKJeUeCHghGfG6uQTh8JWRdD4WChD1Qrgo5PjVNdjh22u8o3KDT5I164DOwpGk8DjoMjbawXs8Jnx8sqEwxl6E9YtQq8/7+wP8uzkrsvE+qvG9j9yGL0R0waHBt1NkuXPJJ9i5xrOBLpeUUz4jmZIoNYSKaX4StoEfLqHXMrVZjlQ5XJwZrCe+RxnMk7LEhY+4hiTEYPdylX/dWi4+dAY+uZynw1uH7XgiC46UhwpV0jnIbwXG1Hvjs5M6RizsIS3InNB4a680S3Vw5lSdj7Du2dkUohSMnDVtlPrQ2vfHN+EcQafjH8OKO1/t5uITVLdeD4IFiW3g5DTdyDHs224VN3oTp2Gpx6npRa1WKeYPzXLJ30WSIeshGUOiIuXF5hStHh3ItPd0PuG2oPZmEV6b/Ti9vbSj49cD3TFFjzBpQQvaCDUdYqHPiDfVdRvtnHLadF7NEKCsH0dZHrWM+N88C8kHq+w2d04f9eF477noMRq1dnlbOOLTFfSOjxYc7cW2h3ucdZa4najGEcWeRWc8qSgTTGlTvC4Ku9x84LRQ46oq9MXiL4FXPd/4X83o7aHDbAJceF7AYWflgOhhw5AeUNCs8KTWnWREmt9pzvZhzXA1U3tyKHHsunPDfcaHXqr3+2ZRMf97+S+DvX//2I/+y/cPcn/OlQuV8wvInwhW+lmo16HTEJGg1qvLB3mhxftzgdiDuXW0esF2v4G0ejqB3O6hR7cHHjQ6PchuWwfnuhnM/LNWa7LSjhxRV/2TclIUL4Lt+iuRlKd/fxbSJPNMLn3IukykSv5ZWpo5LHzeus0LZvizgSYJb4N2lELHIOKa5fxxeAN15GKOcTIaf32molxmdyWEjJk8AlxZrTijc2jIcXWxJ4+gqV4XLferEnnF4abQKibSYhkfK/OO9S69ak8O+65NucaPvctURxLikNXnbr0c21q9Li4rDgOuaLK/HkDI0PF4qZVVw3aYMd/FyeegcHa/4ii35b0PnaGPAUtPk7X3By1Eh5kNj3Ryfo2d02eURjfWzA14VNri9MNiujGcyaRLrL5Tg8d5k0pA0IMZNPfRdnOt4aZmFeeR9sy75NKix3rzjakOnaO6zY/vPE4Jgjbdtdb6FcVhqmuywy/tGyRE0nX2SJm8CU1DxDu7eelvydVgAACAASURBVGw2WS/Bwr7Ntql7ynOfHn3BNhq+jr/HOHPlt5tEl0mKu5iwgnDOn9jk0BbDLnwmx5Eq33j4PikMxs27V3Te6VXP5jBMwpU2hz04lZQWw5MGjx0/HHpJK3Nb6nFox9P/mjJxcHos1PvsJVzP+AeT8Q9Dp9sZiDB2wFe81KjWcQ6WGq8LQD6Ul8Xj60JJctWFp9YFnzVYPZg9v9mopTPc3GJseC+uEj25PZk2Rq0y18t9tTz4IteGxK9jks8n0kw4jDbAp2TlUzRkOBKSWZP+7+XXkSYvL/oahcF1o8SOHZTl09//fPiMyQhB/wuVup+ny8VDi9ONhvoMnPIs8eXgzm9N2jcBHhg5tO/ysNUa3N49MKLCgnnPo8sLEmFwrsObFWLkkHD4nduP0Flk3x3DPE8nOUdhqrFuHjDM5ejWehzaiOqOgXSGukPnA88Y4Id8ugUKziZS5rqySqwS1uUPCgXcl8nJ9Pt/8Lcf/3E2L5cYPHtOpvwyr7xDhbBouxpFV4v7vgtV06aYF8TxsWVR9JLAbfKmUGdbqshybthsVypsm00+F7osmjbvLnXeb4h2OCkzNKBYgZuTC970JQ8hy+Bcb7Hdro/t31yQov1YK76TPf/1PKwTNd96ApJ1dWxFEpOnuymqcH3NcXUY3dSeSGnuH4OXQHdTVylS0MyoVWa41ffWKeBY4w54yyUjnPjrizvW95MUWtGDVCQnk/PfqNLvBdIqJNJiGh5ZbNsc7ouk6nv9qKR5Uxa5ZDweYxmcl1ssunP4td8fGOpudZnwgS7n8y/ZW8Q9oDQKnPJlPD0CcBWDtZ5zMBQHslFrl65n9RrbCNcODy7mKxSbGreNDc63xiuzwwee991qZE0urmjQdQS8Sd8vPN7hw3IiHhhZlTE05KzzUrw30+iyy2PtgL36PnQLdHfF893+dDtSNao4hITUpWrwsvCsczxAHE8pkYNEhq8AXWqawiJttTjtwk4eyLtKevFORwErahihthy6FYoo4Tkj3x98N7XibpbE3x6sSz6VDthrF7hpmax5+eoMznMXXtLeMIJ8f5Mdc5kn00/O/m7lWPLiqlGVDoBhuUcc3CsMDYNipcJQ16HtGgtnlYUCL+tb4Ws99tpfmHfA98M/JANVrOKlVoJLK+r9mK+zZ28KZaypcwUsbq5AI96zL+pt7ayTSBLyDd4Dq8ttthMUM2AwNCoU630OY38Sl7My3MdQBbgXuTYcBReAKk+SwvvUzXvjQ+JTjreIjwk9mcxgPqokqLyYJrn/ubBQP+OtvsuHnMgLtFRrsrNfD+yPt437WPlu7FniiyPPQgkYhL0vw9UG+2wXWnwudBladRYcRUu0wJS8bge8z8Fq0zFQqzyqFbwqAEOX1p2jsNo3fU82AClqKOj56VZFBNdD8KpR4HzZoVHJG0ucnxz+43gqhfNDOS/J4n6Spz6Op5NaAfdFlEy///o3fvzH51AxzceTaajjbIyqJ1QkJl9nT6FAXj1oex4Mxa0SHx+ki9Yl17sNX4urwSvJMxWtKhjWMiL5bx5GKzAEsFp86nS4ipTerFFsu4fR8f0DWOszpVU2qf10peQflRVIHChDDkJeAVqTd1sXnrUV+fszocldi9uHFW676ZBuXKfHc7c/A755uvMxaShGVKCQadgXulZ7Nm8eurza6lPkgnMDtgstPt5VxcEsFiGL2smyl9QyUKlOhe+YVhN5ZBKsljg8ymOWr1AsHTO06s5Yfn1aDAjVAaFeYYX2BJM07vlzQDiUVGuGvP/csK5jrnu+W/w4CMWaxvqZIzDVz1jvFrjayAUE72mxsFyCQVea5xlQWGEpTVvmPazsS5bDOGismzaHWOrSxk5S6tWeGIS1fo+n3Abv9WUO2whBUGuyM453JYTLAVDZEp7QFwZvVhyvELmyl1c5zqao5+iG3N0jibpVngox1fseGwWOukJhTySkLijAT+WBPAGGJ11e77vepiecGxW2K4JGUZagV/F9sR450SnaNtuGzulDyvVgWeJQAc5+UWF7f4VTp5z56LLLq1SKlzRw9hjL4uZkl9NW4XmV1H9H/OPzcZmjDcl4ad7DyhYQ5xHlhLGY7p/RRNHAeCV3fpPXNdhp13mKKF3Hh8wlrq9Km0N7i5tWgbV63jPQrjabLC7XFbLzC14bnhcHeF5HzlwC8YmYtariSxUm9GRKDeHF9Dbl2vEQ4c0dj7+v9pzKfknXU62xPMV2n6Kr1DV03u+2JE9zWO3FyHepzhJfHr68FvLsNHSONu4kmW2T11qDqxOdVZVRKF/nba3BxxXHq1hSIA11Zz+MKHklT6bQ+TcaUuoYewydo4KScCNKz1svPUMXNtsc1n3tkPAcrfG2AsVKj9XOBh9b+xQVEfvTGPEDa8OJRvgCSqbf+fVvP/JMOqa5eDIV27AOXF0wZ0FIVG5Z7JkcOm6ko9YE8av5ZV5pTaV1/9tAQkhBgPmlragkEbW7yRs6RxsN3m/EKxSU7ebr7LWFdeDVVj/+oVaL88tN3iR37e8L3zzdKZBYYS6J/vKsHfRYqFRCG57FzXGJYh9gn8VymVNIrC7n3adfinwOl91k2vO6kNHqdwGZBh3hYajn6EqC7pPH49QKJmX+G5VVPJJThcBzA5A991Slwo0TrgYaS9qA2+NL3qQoKe3y6qDbdZ61syafCg1uN3J+me1pUVhhKUXOIC9fQBjefIjqKkJYTG7Lzc9SrIeUhrEHRFVpY4NzJ5TMDytwPZfdQ06NaiqvqnGo8MbxAHkPUOsF+VxeUopKitCowtvx+InYe/wxFKEDvhAdUdhLtJfKYgu4Coql6gzxvaGSz1TaFPUy5xfwecWMhnYAglZ7LFCJhji3x4deR9ZprUcVWNwEWOHzbotRf5lXnQuG7QKjrruXzBH5PGv7VT7tXkJdrgKW8Q8gBf8QIaFc+mO21DQ57Oe96zfHd7w+a1O81LmxnjPfYp41x7PjKXLNCckPhIERCvlJgKdoFnma3t8f8K55zPXyJhzrDCsKj8OXuDbcHHfNHq+7G47iwOS8fMGTW6U+lSdTEib0ZCqswLG/PuPgejFFjsnj7peVmsqcS+OuT46FyharGxcMSaEk+sbPEiKHncb6mQgRvznuhPZQiSfF5Flzc5GOWvK34X0tuk5VIa5JuT2VaVFOlv2+Gg9OqG6ftUIrapDCYtgdsNQ8c/rr5NPrXjJS5AdLzjMaxFDP0b1TRxX9j3RNzIDff+VvP/6jlwB83phXqNyzxIdaD3zWShQLjoLJaHHdTVl6FYAKxVKX05Yxc1duynBUntRDYkoYOkeepd5kXRPa/6NcmRsr/rZi2+bQdj4ysWpN3tl2LHMctcoxbRtcd6tSfopqVIjO13njaKDfTKFgHLXgKOd4ns0dIum0eI7OaU6fcP6mvf+F0p1DJ4eBT298GW1XwWS1OM3lOMrlONdPeDrwY6KLVXgclMaE0NxzXd6F/ToLWAy7pQmSmL50Wn0m5Ou8vjsOrm3LYHhXnTj/1bPTYqXt050jyBbbNoe9muMN4B6sTA5jDgYL9X6IfsMfk3XNbUNxfeKCCI57de2AvX6P1UGD9zk9gUYMzqX3iPDkfJ09Z809Ngpjeb4r+Ljjc+R+yi1G+Tpva0Bng3PDf/aRHuRLw4sOaCssGjpHTt/obDhJMW0O7T5r+TxrBzXobHDaEh0a6jmOAu9qMSJEV1aL04stfz+yWpyWW/E0ZLU4zW0IgTQwFyKpp2xR7ia145QMXloZr3xZqB94PC7N712lTNC77oHPmiIfnEfTfZFjYs4YtXa5Gmi83pz24OOUWg/R/eIK3HbGFADI+4doIUNEaSsOkXXaLjC6c/aH/DKvBvc8UWCxtsIiJlTVYZFDPefRYxrclMucG+7vLREaJCWOz/jHJPxD5Dr5wBmHts27phakF+OEq5JYJwubK3w6mV0emgn5OntmUyTfzYnca++SFEyFFV7dn3C6Czt2m8VWmaOLLWmO86ydrfBRNcYvbW0EwjdlHlhhu+972dDZ8GnE+YwrapAKjuwY8fzI13lb6gbfwzI4L5cdmgSwhBeT6nyT6v45wNk7o3NscJ4rc2PIz3/gc20rpRfS/M4SSZiUjwKO15swQLGbE2tq4Cf/d34kDEYAdPiY9hmWCF2fKUm4OyeJcoKESp29fpx3mu+dKPhqjvf3B1RrwOBeodieBI4nqxOFEcazezI9Z6gcfIGcTAnwNfaOey+u1a/j5Nmos1Mt876QA0Qs69uqRnejzKJ5wJNDvEf6ModbCAF4xWQHEdNNz2a7fQb6rh8qpmkslQ7YmTJZ6PMhFDonW7/6NmuOFSbgTpe2SpyzCJTv64QlRCy4wFA/ZlHyPFmoqy1sysSmKfF0D9Sex+2zeFDigzteWo2q6ebICLtPq/NgzHJ/8cXQnYTYCnMa67E3SWPhKKkWDF0IYxX/+uemyaF5yWnOqTQTCSl54PPgzssrMNRFHqG0dPFyaTWZlhbH8si8n7cIOFK4Ea/1z7jRyxyFEn9/s3QIqEKJv1SVrQhU4S6E8to5Y71t9yC3QTfXCfY35Jaf7GovLO9FPUe3EwxZ8LwhIl6Ham/DhbZw6ZZznAQUKU54xGqvzkLFYr25JeXjCXerTbXWCYSMBdzfjROettqSZ67B+S7sSLkAydfZO2txmitHcogMI15qYRqQ3tEZz8C8SDTvhRKNU76EPY2cd4ulNc8rKzRG5j2Ppa3xaypCS1KYSTgUJSEERfZ2WO3ZM+RsDPNZiV/bIu/E0YaCXkP07OWqGvO8YJUf//lrXPKJFXaAQHhtuw6GwULMul9c0SZ647WzM25OdkVIFyIn07uJFUMT4jvmH7EVUa0Wp/I6ydd5S44j/QtUNo6Bv2actd5x5iVOjjbvub1b4V1/k2E5x6dqKK8LOIorOHXkRFWI1YtYG6HwzVik9mQKyjXdnFBgHdqyy5WgU4GYMEmg2O6z2NI5zfmFT9YPzrwwxVFrV+3FlPL+ecCtRra+r2706cLnOSKxd9hzMl6+Sz5LjDuLpDvrTMpHAYdmnHcYuG1uMczlOG02edVoBELWhCwrnp/MvxyDktZkpwKk1q+F3rXW82na0NXVZGvKHD8K5Cmemazlw2vN8VYy9LSdjMI4Ecq5g5gB+e233+yX/Hl8fLRt25743zDua7b9U015KUMC7mvYPyF9ar2x9zw1Nf/3WtN+Svqx2bR/JvSM8EfRxn0N+5ekrphN++dxz06BX7Dta3PGRjJMhfsa9s/NlIMv01EsjZr2tSau+3Rds+8Dv+nZvyTRba9m/4Sa9u5rmpJWMlr9DuDMe/iTmj5TQ9Bo6nZ7tSitSmshju4E/bv06qyLlPw92t/wGpoc6vXorMVwn2LmwpsP9/0D9/XsX+S/k/YdrWk/RcbVtJ/Mnn3tzovchzFjFhxrO9o/qS0xX9J8RHiRfy0wt3HvLL1XIg+ynX1bepb891NTC7Qd/m3g+1R7f8/+BTW/DF8PyiAqWkv3nipZJtBfNPtnLdwnd7zF98Hfqz7heU56x+dAxj/i2npqavbPzWbC/h6ztmxbPU6TXHd/E+AZoXWupBWJtlXtx9DYU1Mbu95lvKy1oabx+1qY/qTxDYydO6bB54/v/zg+FNfXL80DVH14DlnlC2EKWgnOpTRXgX0/ab3J14Jr8L6pBa8nyCNhfvhkxrxErxadH7Np/xzHT9OOidy31GeMMF9K5uu533777VtKOTwx/vjHP87Hk8mC8124LZE6DjHDtwqn4kaSpt+yGIVL0k7+GE4vYC+jlwwQSfSdDhmtZsjw1TGPNfatYqLKehkyZMiQ4e8GUs6ur5WIO8P3ixevZPrDH/7wVULlMmTIkCFDhgwZMmTIkCFDhgwZMvh4/sTfz4xpczJlyJAhQ4YMGTJkyJAhQ4YMGTJkmB9evJLpayX9zhCGU7kj5Weyygii7YmrBwAiAeH4e4d6+uoZGb51TEkvlkjom1zNRnkjN7qiAkSoEtX4ChgZrX5XcKqDTMe3BEQFtEn5ZWKnlBXakm/RQ1XYpL7pBiNr+vebDJZXLVN+vtfHNFVYYt5F+gHDFEMTeWenutBcK/74jXNTTp6zoZ6iCo2hB9rwqkYlfpLGKkOG6TFqlRU07dB62opKUkXYWfjsbHAqcIUeH61eOQZjeEiqNR65Zxp55iVhlrOBi3Ry17MhIHc69C+dk1wZQHzC8zl+bwCX1wtanHy/nnSMg++g/Kj6a+gpqknGdXF2WWtemHjdJ0KM/TzkCne/n3qMVHSaQo589upyz42vWV0uQxTJWffBzaA/DVTlIId6ju5dc0y+iRpv6ybnuYJUpSCI1Z7NIQZDnqdSXIZ5Ilq5SwlVNQYXiiojw5MGr5xKR36lqDT35lnbh9OcHo1rD5T1TFOqO6PV7wJSBSRlVZBQdRQlrBYfnVLfyTx1ElScClAXDNuV9PSjLFksqtEsmDpHhY6S9yeuo8TnKSomWZd8KIg1ul2xGN1prJ85v6m0OSyIQ9qrhD1oeCH6WYSYKlWIalkVeT9R8ZtgNavRZZdXzSaLU7xqLNwql21RDWtppeD1ebVW47YT7nuwClhwPpxS83Q46jh9j61U6Ve5We1tMdQNil+polaG7xUG140SVafS2MiyWMjngTxrfRNaplh/lsGNWWCt4u+bSp5S67HDJUPqUkVTFVLw3QngVdeqNVm/NMCrbGmxuG+yfleIVtpLhMZiIeFyCYZONdak6n0uVnsmi5cGw/sNBR9WVOSL44lj+hyt7JdSRkvTXsy7BZAg640/k4CQu9LMT7ja2SRQ097ossujVmUnD4L+ba/C6VDPMdyyx+YJXt1KwZ+1FfDodfIqiarzlxr+Owz1HB9XBJ2OWmXe3x9Iz3VopCT1RatSHEuPUXobXojqf8lrbI40OQ5KeWlajOEJaWDoHk98bJwwrE/JA2sH0hjEVyOU8eKVTJmC6fvDKE5IkMrQojVZLzW46mis95Z5spDKpyIls9t3vhDlRv0yoQbn5QfeBJRTExy6MnxFBDfiucBq8ZEeew7PLLbFxj7Uy4z2pbLju7Cj2pzzdd7WysLTYmy1X4MhFX8zzWj1O4IvyEQPFv611d4+i4m04pTBhWRlaQBRITaWlwK3OdVhYopDWKXNobnC6W6LUSWo7HfXkYuhnqNLWMA1OM8dszhGiBtddsFTuJk8DUpBgTRfZ693z3lcA6E1Hix7jaTUCa9v5+BbLvB04JT4PlmW+mpw3a3ypl/nqRUdg2kxvOhA546b/bPgd1qTN+06222/77Iwr4bDU5wD29Vui6LDT1Q0stQ0OXTbyvRLGeaMUesYen2fz1zucuTRoMZ6syRKnmsaS4MSCxJP8nmK4Kefqi7dVwQ9g1AUhw2Phs7RdPZNRf9Da6bT4Aq4iuHTnqEhcLhXKyweCzmu3D8i77EsZB9D52hDOizm6+zZm9yUT1joi+9GrTLX5Fmr5xm1NFZ7/aDSufwQ5J8Q5YkexFg/HaRR2PhIp+CRH9PitNBVXJjwkA/EGbRHhgGVylgePTQMihVV56foiyPjqfp43ShRNeFDrszrQLsWI5q8mWD8ko06A7ouyXY2OIrsw18HSyvjNCiyTCJkBbXCaIMjhfI5/I7zo8l5IKXSUuYJYah4nYRRQLEI57kNujm1UfA58OKVTJkn0/eHhYiF1dksvEXhMJjOmAORo02+cf4cGQbDiw2uJEZ061l+NZaaB+zVvz7TzTAhUlrf4pmqxc3uPW/7gugEU4Z18wzuSp7ycnjS5fVZP5aZF9t96X5/9wtsfJ0cV1qN1dIDi21pY8ho9YUjKiw8di8Z1d05dq+nE1CHuquMCtNs+GCV3CfhLdCnaLW4MeusOW2NWi2e6nWfd7oK1DhhpRMU4JaaJm/l6/k6O9Uy10b9eQQXq8WHxoBHnMOaprHEIEZR1hHzEBC+4ta4pEA+XuFdP6nzNVEF0riHlU3v26F+zKLDFxY24VQ3JqwwqUZxv8lSp8GTieMhdcmwA0vNTRaUQravjIz1nMjX2bOD7kuB/dbhpY+NXW42Jz3UfZsYtcp84CylJ8n8758Vz/38L/9+Btf3B2zX8RQ/680or1urt3GVIXP1EJwFklfNUq0GHYLey86BNKwsuCkXeKo2+dzY8D0J82FjkgoiXMbfV4J8+GNrn+JXosvUmEQ+S9Q3TOJFVKNqb6kvPRzzfkOhbYzsJRrrZmU8D3RoghDPDewxMbd6ytY8FO1lERrVM1k89nn7VcfXXPp8PcT/HQP8ak/t9TRqlXnfrcYrI9LMkWzkD0Feu1GjhWwkc+lXE/L11HANzWFvKEEjn8d5Ds6NJmfFOB6QzgCnhMyrpPHYtm2Keo6uRDMqmS2tMtbFUNehHT2PP6OS6Xd+/esV//5//guAf/jnf2X7L3+a+1PmpmCy4LQAjzWCi9QlxlqPdyvHvG8MJnB9/QJ47v5N2P5tAiOSsZr0rDhE2u7QlTeGcS6gD8c8ea6nQe+QUavM9bJ07zc2rnEYb8Ee83wSDiRp7v9WxidRm58Uomkx1E/grA16mZv9A566Vd7ZdXGQ837W4iMH7IUf75U+t7hpmazVK/6hzRIeD+6BM+AVNQ4vkFanpkXv/jLdjm/NDlpeZ+/f1EjR/lDf4DZicdsIhC+NszgJBD2hZlHYDPUNbms9IcDk6yyc5Dg6Fn2ALt3cvdffkbnMTj9BoHB4qytAPjYKdEEoTZ2fLDVN3j7Mz5MngLByxNA5fTjzvW3GYKjvwlmfomUwNB/46K1x0dbR8QrvzuBDLsejch8xeWJFjNXDnR86YOgMt/psu93I19nb0jnKXcweluO888gSobHcL/PGtr2xDYdVTL72kg5tA65c62l4PFLuHbPyg/lAKFp37KBH4VDf9XjNUq3J25Uuw2UVv5n1/i/T/512vFeaQJxyW9H+rLJBElyvAG3AaavH6y5U7TaLrTJXcbKj1uSN9GfEW2PgHmLFOxYBBsHQUR+12fov8yGrxWnnnsDB1tc9e3Ox2jOFkmw5quBNXoNiP3EPoWov0DCCMvFqb/JXnDsi3lEJB2dVuhh5zMMHcodW4+i0aKuLpwd/bwU8wLw+qjy9XJiSMtG855EaVSck7NrhA0/3Qk4QRgxFG1aLD/cH7C3rnBtttisVtns1Th9MFhUexUO9zMhLtxBUskzqYRZBrAcbsUq0OMhGi7Hhcqk6FzrnobEOeGtHa/LOa7PCttnktFDgqJsgb81Kk2O7rPCqgqnCFCdG4BwdpCM/vYzNYdsZP4/vBn+7UHjgvFVgOw3/t1p87HR4JOoJ/mxKpt//44r//HGdf/u3H5y/z/nrr3/iL3+a73Pm5ck0PFEomAAKKywBrBRYWC4BgwliU78Anrt/qdtPY5UZgyRGR9jt75kX6jcwrjdlPbTxRVFs27HXE+93xlpYMZ+n/zNh0vZjhUofSsUmMLrrcFXoCGFw94Rivy1tTHeMLMeLacVx4UfS/udNrr38SRpsprB8zRvfyFwk0eJYWC0+3pV4Z8d7is3av6mRov1wWFgQGuu9Kp82Grwvk6hoCnowGfG5uQbhELqoUFps2xxiMTQsipU8xbbJevmEJ4RnzFJz3xcolGEBUcgCpCxQg8XQgGJFmeRn7ggoesbBavGxM+DR9SIE3jpr3Du4OR5Me3bdSSK6EbTwWQ98dvKryYn8xWG3E5ojEe7TzZWnCPHwOh31VBps8D7R+DqeJqKQlQ9hj2F3fEJIuXfMxA/mhFHrmM/Ns8B6G+q7jPbPOGy7+WxEaCoHc77f0Dl92I8/mI27nvD8jysHHLr5jAyd9zldKGvwD9BuPpftCtyUy6nbn1k2SEK+ztseLBb6cKkzPHOU3KQPY/F4bZwHCTx7uFwQ4mB7vnvJ0FMyGVw3YN20Wctb3BwntxB590h4lcXoDpaq6UOLRLhceqTKn5dkRP4ScrkL7yCtOWMcuOgo7uL5nzJPYtiTKaTcDKBQZ8+E00KZpxpQO6CIxXC5ChuON9IdvNqKW9sG57uw068ABRbLOc6x2a602atY3LhM10ulMCYpkwtF/qqlpsnecsn7W8zzBGHx5r1oL+CZnaozjO6AldQ3ROGdCUPKNEPkgUSrsYpC9q/VWO2I77+KU8gUayEptYE6XC40h4G5j/eYX6puOnPontldWaNDt7zi8818nTeUOTfGG0/cVAYqo9/zhsv98EPgz//+/XfgB/Vvp8SXCpXzBVo/CZdLFMJttiMmV6tRlQ/2Rovz4wa3A3HvavOA7brv1ner1Vilw+2gRrUHHzc6PMptWAbnuxvO/UGr1bj+ybgpwxXwrs9UVuak9qdN7pp+8cu5TKbQ2JdWpna3Hjeus0LZvswsAlYp6d2TrI1p7h+HF0B3HsYoJ5MhJyksMzqT8kRg8gRwabHmhMKtLcPRxZY0ji6jHmP5SouXRquQSItpeKTMP9679Ko1Oey7CguLG32XK9dyrzV5269HBKSvS4sKi7R70JHXY0gZGh4vlbIquG4nCZcDyLP4UOZoo0TVbrPWF40P7wcJArDAsNVidN9wQjY7HHVgSdOgKkJrFpZLfH6woJIH65KPGw2G4ZBmpcwUY+ULC1Kxnl8Wwy58Jqc+NIbvkyzhrjdh0ZmTVz2bwzBPrLQ57MGp+26IogCPHT/0dUkrc1vqeQd9FdZm0rdJeediDtOJ+244VDAwF7JwKnksuQgfJCd1/piBH/jeH4KO3Hf02pHW0mrPZhv5sBkWqhVeOp5HqvRdXoy14kVmvH9WJDxfCpVeqLR51yzzoWWxV++zp2hprd9P1/4YjJ0fSJB5BYoVocg9Zd/zDH66h8/dmPUMsYU6HgEaBU5xnu8luB3EGp2GRluEvc4FQS+LW2dfeCw4LyKtrTgjVzqYPA3gcVDgqJGkIFB7Mj3dD7ht5CL7k6xESTaUzOYxo+RVl9yP3AAAIABJREFUMt8ZeyhX8TCboqFzVMjxqWmyV8f/jdbkXX+ZJwNlTrm0nkyJcHIACk+qApCnWKlTNOG0UBBKrrhXsgq88TyH8xSrTRbifuukUkhfrczlhY6s4H49uOcJwwm53k9tABheOBM3aPChtTnhma1GtR/3e3ePk4xpWjNdn1jhnWk7qSzaaueGdsz3bhsz0+QzIPLMGA8rVY6vsLe31eI0l8YDLT7H7cJmlc8FnWGiQlLkpNyJmednUzL98Od/gfNzzv/f/wL+mR9//CfW/zJfBRN8gZxM+WVeeYcKYdF2c7Qs1Pu8o8z7LlRNm2JeCLEfW5YfJ13Z5E2h7rnTD/Uc54YtXCPNJp8LXRZNm3eXOu83RDuclB2rMNycXPCmL3kIWQbneovtdn1s/+aCFO3Hbk7K+PRJIG0sNd/aDJLWd2wIisnT3RRVuL7muDrMYmpPpDT3j8FLoLupK1cpaGbUKgfDXsDxXjjgLZeMEL8fXtyxvp+k0IoeriM5mZz/RpV+L5BWIZEW0/DIYtvmcF/kBNrrR0/mN2UR6uTxGMvgvNxi0bO4fAu0uKGIbxdlXj3+JQsP7mFZPiA9E9w5+CDvS2kUkfcNKWRTIOCyX1iBCxPIe5UZ/XdXCy6zJP72YF3yqXTAXrvghaj67Vx4Ca3DCK7xTXbMZZ5MRzkohUIK1KhKh+/wHueGrLrJYQP5CGbe94LwD9OKPEkKQVjk35C/keYi4s0xhSfTOMzAD9zrrgdGsW1zuKVz6p738q4HgdOrwgpLaLzqRcda6aVjBvNpJWHW+2fFJM9fWC7BmDNxqvbHYOz8QILM6/7A4Pxii7023JRzPB2YLN6VeFUq8bbfBmct4YaXmzrnRGm86yl8NeGZ0m3yrh80OEVDdOYIRX6zaaFOMyFpd40LbtFYrcHtXZIhSu3JtLhv+p53XwFB/unwe8e79zEQ7qSAp1gOh6Pn6KKx3mvyaUN4Jq2GjAaxipt5wfFyfmwUOF92vdvrvK016HY68QrNfJ6FsGGqIZSiXnglTMlvgoaDparbz3s/rD+tvOFUuF1180SlyNXny+Wh8Kt6n0PlHQlRMIbO0cadl7/p1ssjZDLazY2vFJegKJqJJl8MohWto158CUrrfJ23tZzI/RZDhqPWMRzERyA8nyfT77/Dv2yz/Sfnz//4K7/+Dn+es55pLqFyOnQ7cfHLFbY9a2WdPYXBavWg7XkwFLdKfJQ3XOuS692G7xGiwSs5H51WFQt2GaGxzsNoxdFaWy0+dTpcRUoV1yi23cPo+P4BrPWZshpXUvvpSkI+JmXGVzKBEPPVmrzbuvBClZC/P4OhgZfQNgJFmEM6pBvX6fHc7c+Ab57ufEzqChs9gMk07At6qz2bNw9dXm31KXLBuQHbhRYf79xSs3EIeSBMkpPpO6bVRB6ZBKslFArymOUrFEvHDK26M5ZfnxYDAksgJl7hYaEUmueNhMTQtRqrnQG3nWQX7MUVLdl6ml/mVeeC4daFUBx9IZlseNLl9b7rWXjCuVFxvCqEgiQ6nqo1Lt6TE52ibbPt5nhK49VhWcLDERzeUGF7f4VT3aDYrjC67CqVHlPB0CVFunN40Ny8WsTnftCqKR/wDJ5MKTA1PwBH0bTMaSHH0ZhcQ28n8NKZy/2RcJWOJ9CLJLJjrkuKGNXzRw93E75HHGYdnwQkyrwWN2XhIX3bEaFO23mD8+MVFlFV34rCT5vQZP2uwafqGYcHJ5xeEK0y/NxQhCepEO9FLvLwfH7YZ69uRpS8LtyqksWVLrcTkoCrCPcVbnCuw/bXPkQX3Ip4hWQPmYAnas7jd0KhJHi7O/63G+VUxoqZw+UcDE+EQqJa7dJ1n02Ljx0RMn3lfadCULnih5+PD6+MRZzi0wLocNuB1V5amcPgvCDeb6eSZ6HQ5FOhwVVBD1R7DCPZIy5lYm4ZWlUYIwito4rrBTVhe0lIS5MvGJOemRZXNB7vTVApmcwW15wlejc+m5Lp1//vb/z4f/3Z+/uHH+Bvv/7On+esZZqHJ1OxDevA1QVzTtxocF7ostgzOXTc7ieKk84v80prKq373wYSSsmnjA+VEfBMcb1NDJ2jjQbvN+IXh7LdfJ29ttCyvtpSuYr7/Ty/3By7mfxd4ZunOwUSk8Yn0V+etYMeC5VKaNO0uDkuUewD7LNYLnMKidXlvPv0S4rtOlx2k2nP60JGq98FZBp0lOdDPUdXUgw8xVj5XCjj8lVW7khOJgLPTeTNhj6n8sUVirUNuhs1qo4SLr7sM6TPK5KAcAL+SpuiXub8Aj6vmOwpH51n7azHApVoOGt7fJhtZE5qParA4ibACp93W4z6jsKtXWDUdfnGjPCS2vZ43d1wQiRNzssXPLnJSFN5MiXhGTyZvgBG5gWPaCxp8GRakA8pYxwvnYh1vLACx5dQT97bpr5fPuQpcy6Nu578/IXNKpwI70EZw4u7seGvadqfHeNk3hBfslrc6Pd8ru5TvG/4oV6ugctRhK/2nHXqhsPVehy2C9yUHSZYaYu174SIBJU+kiI2VfGFSZEkXyQVHQEhZ3R4HHQ4X+4F7vEqkZq6YwSvs/iQYjUGZO+co3h3K42Khb29pXPaKnyBQ3SCIVpWbg8KHN33ONxXtxKIXLD9JPdHG4IW3lWPed8osd6848oLn4t/tzThcjetAguWwVC1b+B602msm3WK+TrV+zJD0+DmuMFjrcdevUKRMu93WxRjCql5hkfUh/Vg7sFSSIEqGeMDlcIURvoDJ6+S1uRNqm1fosEzP0ePGx7Yzd2NPdMl5hhSKfmmymN0LN5zovbmQ5N/L1jYPKC6WSHqKjvg6rjKu9hwSIHnC5f7Ef7z99+9vEy///7f/PgMz5lXqNzcq+GA8EzQSrwpOJut0eK6O1AmmFRDWOxPW8szlyufNR/JRPAOWzWq9j6jcsGxliYrm2I14GMEg0g5ar8jXHervPEE/mrUddVJbibKe6Z/Rf/Z8L4BVXuKMKexEEmnycOopfOhATt2e4L5m/b+F0p3SjoRbrCJcBVMcr6PWg0O2o4wnKdYhatGibeJ/PSe63LXKWducTPRYfOl0+ozIV/n9V2ZG0tKqG4ZDO+qvJlQPn52WlTkBnPDSY42/FxMSZakQDl5JSbNyRSGwfnGHetNhGfoTIcukd8BzQ3fsIB4BdKotcvVQGP9bNqDjcXN7j1vQ8rvxRXoNgas9hLazftK5EkLSETnxOKm7Ar8y7waXPDEJou1FRYxGVXV+S4mqrYmVTTcqxf8RLBU2HbCxocwB0+mGMgH1WfwZBoHN9fXyGjxYaMDTV/SF0q0ElWzTzFvcF4ucPoQPDTGeunk67wtlTmVrdSWwfmucPl384nNdv+sGPN8ypy28PbmYatM967Ku9RpCRPaT4nY+Rkn84Y9f7Qm66U7EdJx73gXKsPlHAR4rKLsU8iTI0243OxVEBXegCHE5mMyToKFHgDh4dKD8gVc6pw2BB/YrsAoECXhJ4UuygqH3SbvbBukwgxDXYQje3yp0ubtRY7T1nMnRU4wdqhgqV0afR4shaBTo2r3ndDAY/93yzpHUvhceE0uxOQtC6IicupZpvLq00mZq47ITebKJcX2mTjr4IdayZWGVSi2z7gp5ziiKR3W807uRIPzbpXFklsVVpLdJYPWaiAPopPXzNvXhbzwfsMJKx00uDbqFC/ik3/7xn7Fea3S5tBc4bTQCHjVquQHtSwTNWRMD4NrZSVhx7tpJU4WmQ9NfhUE+OcX2phd2SnCbiUFZAKeMSfTOj/+9Yr/9e//BcA//PO/sv0SczIlwNfUCmuBn4Sy4+TZqLNTLfO+kAOcUrdVzXGrPODJIZYjfZnDLaCzwemKyQ4i9pSezXb7DPRdP1RM01gqHbDTTig3/VUQ0g7LzKdvs+YsjqtpEqsN7nki5mBotfjgHBjCyquhfuwc+AUWYiojjD/YxePpHqg9z6G9eFDigzteWo2q6W4y4STDrhY/uGnMcn/xxdCdhNgKc27JUxWksdCEcLZg6BxdbDnhP7477qF5yWkuJyU3lmA98Hlw5+Vh8Uqmp+z6y6XVZFpaHMsj85LQCEfu/Em8Ya1/xo1e5iiU+PubpUNAZS37KlVOZHj5DQSNrtXbjuU/x6NCoFQmi0Vjfd9tC6q2zZtWWVTNO4Phw2ZEOSpbNGWhfDJYXm4u2drsrU1bVNM62oir1OQfbJec34973sjKS5Zj//lrXPKJFXaAQChluw6GwULMHC+uaOlfd9xh2kVqT6bgOu3mxMH10Ja11SJ8QyAu38y4vWN2frCwecCrXec+rUa1WaPr5C7bYddL7Dw02xTNCxGWNfBzm41au4leOsV2n8WWzmnOTzy+fnDmhdzPev+sGP/8M0bS3rxUCx30ZI/KTi5SZSu5/fGyQdL8JMu8fdbydd72ln1vR6vF+eUZ2/lJEhvPFxOtSyWm9WQyON/wFUhBVNg+uBDzmCo/TDSvjRdyb+jRfJNAcb/Jx8IJw/pzhWzH5ZoaB43Xgb+TChcIPN0PAKeCWqXNob0v7tnIcTtTAucHhpcFKZehwOJ+X2kQLx6YFCv5CWSTPGt9E8oF3uvLUj8tbspCJlzL18X5KZfj0X0XZbEbWXkicla5VY/lROBXzpwEkn8rlL+xxqe8H1J25cnczxn678OjJ63Ju4NliqbJm5AXK9YDnyG2+uw8aHJ8PtgY44+DqQpYwVzzwM0bcQr93G+//fYtZYOZGH/4wx/momAa6tCFhFjSDCpEFlsKhh5woxxnSU8T865oQy7fG9vuLuzMeFg9z8GiGROyl+FZMZEFMmCZH+NGW+pRZSMmrMmtChlDt46Ar9pE4nIyZbT6HSAmXHP+iqW0nkwKl/AE3iwUE9UATUfpNVSIQW7LfX9pXaTn8+MSf/vXF07k/UYl2AYPyXHCnGrfCib+FqFYr89U7y+E9uJlQjiA04Z3+JwpGbh6zqNJ1KX5CYx3KPzGaSIxnCGCL3OImB2SMnBGZebX4ZPpnj9slekG5k5jtXfGdmW88vTrvp8MUcHrjUOngeT5wPiqwsF1kboQiLw2Zk3SP3NOJgdhzxSi/DT8u8i7hDDUcwxXmny+9/NChjrvhfbHyxUyP02X9sJre5pqdMr5sBjqu0JRJrUV5l+z7LXpK3VOWqTCp4/E/lktTk/g9V3D2bNVY51u7frjop4v8a7ytYR9ffwLRvuUmLoiBdw+hNpJXEORdajar+ZJk18Kk9Hb1MWQHHg0qppDJ+zyvVfN9Qx2fRlzqWmyt3zCOW0xvlYL8vWXr2T64x//OB9PJgvOd+G2lCmaXj4MhkYluUytZTHKT2JxUD6G0wvYy+glA0QSfadDRqsZMmTIkOHvDIbBMJILMUOGDBkyfC948UqmeXkyZciQIUOGDBkyZMiQIUOGDBkyZJge/+Nrd2BWTJuTKUOGDBkyZMiQIUOGDBkyZMiQIcP88OKVTF8r6XeGKIZ6jtNWQpJSLFHtLBVE4rrk9uKfc1Mef+9Qz3GkG1O0n+Hbw5T0YrU4zZW5mZjMLG70lp9cU26v7H+fZk1ktPq9QdDi+decLidR6FFZQaOTNyaq1ijX14TrLrDe/HaPnPEa6v7fR5F16fx+zDoYtcoc5XSGwMhK6JczRrHzZOiKPqSD3weLoTENT9LnkAh5lj101kfrMfSSHi4tzLSOYuc4ODYyzUwH0Z6gTYubVnynRy19Kpry7jcMhq2ytE5ynJZ1zhV0lmrfmGmufJluqPv8ZtRqSWMpj00ywvMwCr2n+qNeo2PndIL1HW4ryKcm69f8EJSnA3Nt6Ol4v6GPoXuDYYr1F+Gz43jr3ODuIdOt3TT09WX45xzmMow58GBv7bqfcouR027guxmeMEu/Znq3uYxPCNPS/dTnkBC8uYlbD+lkqHni2arLfSl8zepyGcLQRClaF0aLm0JdSlhmcl0oTFS+UlUhYKjn6N6NK71d423d5DxXiK0ksNqzOcRgyAsq6f53C0UiYxUabjUcBRRJDYcnDV45Fa8Sk+ZF7s2ztg+nOd0pISyhtCzRZWhNqBvPaPW7g4aoCvY1suta3Ow6STBDFReXmiZ7m5cxyWpjkjuHy2znojw8wKcTcoiNLrs8alV28hAuJewmwB+XE3F1K8Xmoa2AmwA1MZmpxmJcpWMASlKFuckgqvfkGT2UOdoYpK8oY96DXPknCWkSDyfwxKmr3CRBShr6qHx2iiTiVouPHUGvs/ev5uS8U+whgf4NRNU9mCIBrsDqFh4fv4otob4P5RxHJf8Z8XuPInnvwzEfOQtUSBzqZUYFFaFqrO9XpN/FPKfWY4dLhtQn2F+CCeUXQOx9VovTRoPHxr2YZ+uBz2isbxUYEVMlONDlFRZDfYudCycpb+q2IterFNOu70n65STsDWPqxLyqZ1mXfCgI+WW7YjG601g/c35TaXNYEAfeVwlrfHghipQUIT5hs9bkXUWWtVWyWKiowGWXV81m8tjPA8YlHDRZ2mjQzXWmSv4dzwOdpNYK+S1pHld7JovHybJqpJ9zmMsA5sGDgVHrgkXT5tDtqtXi9GRLUdnOe5F0croSIV43x71tvnwviGjhHlmmGFMoyG1jynOIqniHoC2Tm5YFMWtBJUPNnaYdvHglU6Zg+soIb0ydHFeAn31eZ9h3mJlxIcqJKphkbKUbudyk1mS91OCqo7HeW+bJIngAsFqcFu55a+87X4TLugarmbi/yQ7tLwHBA+lcYLX4SI89hx6LbXHADVTVciu7qYTJfJ23tbKwQI0t6mMwpOILtBmtfvdYVB76YjBVRZa4CjQFrgaOEGnoHG0QFCgtxb3O76KwuDmWymwbsNjUuNrIhRRN4dLn6spv140SVRM+5MqRCkIjmryZ4FyffGAb0HW3k84GR8Qf6B8LOa7QWO9V+bQRFWo9xYP3apMpIBbqfQ6XdY4uDLYraYW7zgQHg0mqPrlIKq0+LfwDRlTglCuF7bOYyDMlJWmS0SCANIemcIlvv2pPXPnlyREtJa/sx1mTTyf+N4srGqu9fugAKfaA1EoQYFwFJXeP89rPbUjruCL2mgReFJzXCtu2yRsLnkzfBD8yl3nd67Hn0LqnWJ6otPu0CPOhAe9zDaFIuVDzC1kJD4yveDwDguOvqhAJaStKjS674ClhTZ4GpSCt5Ovs9e45j2sgJP9QaQeVB4bO0cWWYk3kWeub4NJZQRQ88ftqcN2t8qZf56nVYlR5nrEUfa6zBqzZm9yUT2BGhUFaePNo6Bxt3EX5b8VmLbS+knjMzHPpYRYeHF47sNTs8frSgLrTZxNe74/nkRMbL2KVxfPZ2+bL97xO+wq1jk5Rsf+MWg8UzSafC66xT7FPzXAOWaj3Oay7ryVkuLf1PJBnre6/6+cUytf50bRPR4e2/fKVTJkn01eGtDEpS7T3tzjXDYrtCsOLO9b31RrwwGIBoozAWdCdMcJkbYsicOP8OTIMhhcbXEm849YTKjSWmgfs1WcVLDN8caQ8lCdaqXbvedsXRCeUnAjF6J3vvTA86fL6rB8rJBXbfel+X0l6JHetk+NKq7FaemBRLhec0WoGF2EB30OYDyZj1Np1rE2dgHLE/79QpoxHSOAcbARpGrjdKLNoHjj/v6A65nA9ah1Dr08xD0V7WYQUhixkV52Q11U9T8Q66hgeVntqr6dRq8z7bjX2oOgJU4rSxGu2tAmpFHQBiBCH4W7Iwqc1qVbh8f6Sm3JDutYRYxhSUkUPnop9dCyiB4R41KjaW5M0PvGzH7uXjOpy2W/f42Xcew31uLL1wZL18Yha0136X2r2eN3d8K8VXKMYgKDx8IEi1gCmgmwUc6A8oOTrz1jps5ZcrTQNIooWZ+yln6jHZYP3Dp+4wrGAdwcwGCQqc4KKVue3zjqiE+U9oYZ47f3fV/KF+cDwAmftIR28zOihyTvrhulIUliRrl/rSZdngdXiQ2PAI44SVtNYYsBtWCEOQEfQZGBO4+Qf6VB7vMK7fhIhOXRm3MPKpvftUD9m0ZGZFjbhVDcmrLgb+9LjvWQGQEOhlU4wDNwq1qwPMYdDw6CoMhBcdIDa1N6uwBzmEubDg4Nr53q5H+MJ1JB4ZoKMPYmMnuhN/AX3thR8D2TeF38e9cas2+SdbQsPz0KDri4rbudzDonDqPXAYlPjtlHgqFGj6hm14zE7TQcNLc+qZPr1r+f8+//5LwD+4Z//lfW//Ikf5vyMuSmYLDgtwGONoODqLpRaj3crx7xvDKZyyXw2PHf/pm3fC5mosL2lc9564POdGyahaD8OkQ0geHgaa1V+OObJC8EIeocIRird+62OZQhDPcfHlSn6JY31VO/1rY1PosUxyVJvMdRP4KwNepmb/QOeulXe2XUWsDylj7AwHLAXMWC4tG1x0zJZq1d8JaklrHp7ntfEBAfGF0irU9Oid3+ZbseVGlXW/Nn6NzVmad964DMDMPni0XJhZb3SUm61IkJTFBXemCbb+eTD/MgyeQJWe7Kg5RwGkNan1eLD/QF7yzrnRpvtSoXtXo3TB5NFhaA21MuMvDAF1wMl2UvjyyPP00kZzqRwAnCUVwOWtFL0Ggj+QVzYkMXoLiFELxyKmK+z5yrGwko+h4bj6LZoz6ew8FDf4DYwh4L3BpQKqbxDglb46efY91gSQntJ6pvFTTfZMh1eG1EDWHzfE2lTmruhXma4dcZ2ZToGEQ2B0Vgff35Qe83JMlatx2HKM1pgzwuFtXjja+gcDZDkNLVl3VW0hhVDo1ZXHSKSoESOQ7Ftc+jcf4vG+mYewaRdGFw3Biw1z5x2Q3SkVFjN3q+pIK97AEPn9OGMw5T731DfhbM+RctgaD7w0ZN/RFtHxyu8O4MPuRyPShnb5IkVisDo4c4PlzZ0hlt9tj3WXWdvS+cod5EqPGvMSyd4s6fz/lJhvNeNxc3JA6NKJTSvBsOOGxY9A2acS5gnD45DnNf0CQtxYxcxnCXMkSoX0Rz3tnnyPVcpGHx2UAH6WMgRUUCF53nWcwhqRb93Pnbme42649Xk9DPx5eZE0xKeT8n061/59//+J3Z2tvnhB+D3X/n1V/jhT/N9zLw8mYYnCgUTQGGFJYCVAgvLJWCgzBP01fDc/UtqXxUz25Etg84iq+yzeFyAAzvK4GIt+AKjVHk15oSvOZYObso6C/3kzbjYtmOvJ97vjPWoVebDM/V/JkzafijfjAqrMd+P7jpcFTrC0rp7QrHflmjzTngonHR5vVLiyFFWecJI3uTay5+kwWZlYsFmZnwjc5FEi2Nhtfh4V+KdPbmF5lt5fyXMex6Bx5jwqC8FX7ByLe6y0DPgKuDFIa7LWMjnk/N09Oss5MUhTWkNri37VtRd2OlXgAKL5Rzn2GxX2uxVxKEfkEJIU7p4xB1ul0uhMUiXf2LMwzyFsgzXkzHwu90GaBpUV+BSkRfBVRIl5ZxQWrFdjHkfb8401k07xJtcq/A8xkQg7IkVhB+G+L5Mcl6KgAeTEZ+jbhBWsMS9i1AawICPrX2K0jyo85QILKVx9IvB5wcL4hRH0r6xpGmwAkzBHlzljtjHzyZSrAfmyqGTyCHbuEjZWlApWL0vCIX2/gOnhQJH3RqrhOjYeuAz6lybzw5pvS01zcC68PlXjeokhgoptESmv6hy83kRUPSMg9XiY2fAo+thDbx15B/PKOF4MO3ZdSeZ8EaQTqwHPju5J+UiJ2K/6YTWrcZ6s0Q3V54i9On5kezJ5ONpqx5YJ0KxQyikd5rwriAmmksH8+LB4/GVDT1T7m1z5XsRZRGIEEfnvxMo82Y6hxA0gChlHavF+eUm26mVz/On6WdTMv3++3/zz//yF6FgAvgB/vPqP/jTn/481+d8qVA5f9H7Sb1cBchSrQadjhAWtRpV+ZBvtDg/bnA7EPeuNg/YrvsWnVtNbMS3gxrVHnzc6PAot2EZnO9uOPfDUq3JTjtKwKr+ybgpC/fld/0UiRdTvn94sYVdLD1Yl3xCg+NJ4rPl+OEpGFppTMLHBIwby1mhbF8+cEgHjMC7J3kipbl/HL5lWgtjjHIyGb5FbKiXGZ3JAqLwzODSYs05QK4tw9HFljSOrjvoNDkzFHhptAqJtJiGL8qWpfeS5eWw7/ITixt9lyvHy2lJa/K2H8218E3QYgjDiw5LmsZj55ib/S+sgAwoLoICx1DP0c3dOeFykwgOIcHF0Dk6dv9IkYPGKvCmX/G8A4rVZrz10wkhTV8pyH2PkBfK4J6ntFa5S52jRic2uaXsOXt1P8bYYZxwVRLebx/YpMgJN1ZbPc4qYTU2D0oSwmEkNaq2LfJxFXL8/+ydv2sj25bvPxq4+ZmLfwQ3OW9GMsgtw53HRBLuZpzJTowxSp0MKoMDKXFm8DE4cyINNNcSNzEvE32Ng2dV8vCl7SdFw7yBdrvAqjtzgpO4LWbOf1Av2Luqdv1U6Yd/9a0vmHNaqtraVXvttddee63v+toYsFvDvabYYK+3xKPORE6OIELSGWxDW5XHMBL6kGgWFd71K2m6nMCweez06aGe46jTYK+3EfrbnvZD2kpCxjpXgIe7uPBFfzqK97rQzW6xwfuI1mAaZ43OudTfIu113E2Ej/sNk5sSwD1DKdfinRVZqcKX23uGlJkb3PFAkXcjdanOuQbvl4lIS/On38WnrVzRpbLcYSEw7kk4tLxtPW76D1YiIg89ROFxqV4RaXf+Q4DIzauJ0YFvZMJ59fz3KXrHjrTOy3m60LWCnKnlFoddOFUcqMZJnYe2SwuwWCzxpdDl0IpWKKsjowGfH9FRijo32gVstlgNeSRVHzg6yuYVkuuJA8+8DjvwUTHmWCr9nYUOTobk6bihelOV65HBA7Ne26bVe2pTEQdwUYffYcWDptqHePtiO3hdAny42anzpV/nSx3nsyg8lUw/mZPphx/+lr/827/zDz/8nh9++JWf//3f+Mt//S3wb9Z8AAAgAElEQVT/A/hxhr/z5JxM2SUWnA2GON22F5S5Wo89RA53ZWCRzwph+dw03VOz8gbvczUnfNTQMpzrlkgXGDT4luswP7DYu9T4uC7a4aSEoUO+DDcnF7zvKYugqXOuNdlq1Ub2byZI0L59+rG37DWUVmSlBJFz2mO+WeKjtpRcqVTdExVQoppGeooHPN5OUIXrJd+lXPgnjkRKcv8IvBlZm6Q6S4jMDJslb2g3yBO6Az5wyRA7ND6aS0zeFDAgA5xM8n+DTr83KKsQK4tJ9GK+ZXG4L8gMd3vBle+mJML5nU2nqXNeajJvj+FLP38UzCaf20XeDc54t5PjaqdJ/jnSJySMkzoPjqyLMr9eOs0+V+tCUB8cY29UVEs7SH5dbMj/SUAsmc3KvihGsOTNWOkO3I3YwMvtkQzeiKzFCjIK7c5NIfD1yx9i/lAXld/e50zmehargZNOJf0vdu3SOV+HilWGpvDCzdU2eSw1GSaSAWEAr3RDdE2gUquEs4Hwp0pk6FBkrdvg67o4lVzxbSAjHX1jwj79DDqEMu467kvXPM3VeajnOOWJqAd0TXF0w4fBMp9zdT41l3jH+JFMqgMsKi1qfrkIHelMGbO7j3dh1QfFIYaLMEeFauzLYisJ4JxYA4tF5BwaJ7oty1wB6Pt1g3eDtdLtsZVr8i3XwTBrzIXxfQQi+vp8zMBKQ260xklLC2nrigZ7ZznInjEsRYx76GY3SCJ+VeiylzNFvxyo70BxfhVVQQpP9ZqG+Nt95ku+Fg7YbeV80ZY655mLyPXHa/9ssD1Y4nEgn1lJExeoUlGqGfodwnY6v81dZGgatOyD8iD33TSI5UgLROdOXkHz8XaZ9y1w0sJ6rn4d3hahWmHttu6TBWCjxWGthZ9PMVFxgQnH8lXqYMIIt4+ZtwtsFEesp0+wtk2v93w6uNrlcPNCpJfGRun67TAXU+9D7NTBYpGHfoHKYJnPOftQRTqxdJ18OUt4XiI8pUw/Xbrcj//E9q/nfPr0rwD89u//kb//7X/P/GdmkiqnQacNK92wXyiz5Xjna+yG0BisHLScaIb8ZoHPHrvgkuuduhsdUoQFNfezWBGKdwlxipuF4bI8yTWbfG23uWr7d9VV8i17Yzq6fwCrPSaszDWqfaXc5uVxQKEPmzs8HvTEb9cOWMlEne77FvRig73NCydEEPXzMzB0Qk8YRJeCobyzedZp8dTtT4E3IWsC456+eMk8wbtQeJ2i7+87LGz2yHPBuQ5buSafw7jEPFAMyHE5mb5jWY3Vi3Ewm8LQUt9Ztky+cIxh2hvt1yGLXuic5+rQGLCazcJZg6+5egLH+uxg8464GBGxJFPU4hEXySQgIipUHe433LwRA27Uq8mNr63ECA1bR9pRbb60/VxR4KZQ2SkE6ubHPhjaZ63Y5uq4yftyDSSZ+ko3zlFkclMSG8M86lwus3VwwVGpmSCEvsz7bhfjIuIUmzvm/MawJyoh4zi3hdEt9Jy94Z765DYCYakIAiGyF7pxmDHMJqfrbSg22N6HT+07r6zUlM3+SHL35JhbKkC/o+ioZBjqOvMtizwmQzPLXNYlGt7yEC97HRWB6kOywlc854Z7ULPS7cL6Ohz02C2LudvRNhNzk7jj7oswC1Qn2uBdsc7VicZKWGRhtsaHap3PywO22fFyH2nScA5EDSjOnICDSMhd/jLojHLfn20DxBMh56tF5veVtlrCgehswpSI6mflZFJgnHR4t29HO5xwrpfZKosNNd2wdPYw+0fMR0408pbFls0LZCUQZNN1ugm7qczW/jKnsuDP8LLDQnd2eic8+mgcx1wCAnEJUXilyNrgAMM55Cqz2itLjsAYugbznm+JovZcjD+WAk+hg52AgWoX113qcnFNjFyNXWuDm1KOT82NmMOp2a5ts9F7Ic5i/SIRdYePjYCZ7EMU7tDdzQthN4TYRS5pvUjrU8dW6M6nk+mnczIBP/x+i392suN+5s/ns41igtlEMuVbsAZcXTDjPFOd81yH+e6AQxlmOmyWuE56e3aJhWIj9KT/9WDAY1+Q3PoVj8MZoKQZ5avrGEpEuScyxT6B1zWO1ut8XI92KESmH7REmPzCpp8rQ4HMU40LQ/+rw5uQNR9iSePjjMcsqwdd5spln8ya3BwXyPcA9pkvlTiFBFUdTG60S/KtGlx24mXP6UIqq98VbMOt2GDP1ley7PDR+jpHt09XFjseYdxLfgSsHx/iIpkEhNEieBIE0bWovKZmDjmbYppccxZYa71cFP4UFMWBpVSX2yqHHE4c3MkUzQbvA+u54uyKJECXJeZzdc9GNto2MJ3Iu1B9U26xd1/iY6YzMkVxrlxmtWyxOka1OU+Er+UWCjhaF1yGe5VjPtYLrDVuuXJSDGbsaVJ1sTRcDS1DJ5fhSq7rj85aH765CY1QCEshC3Ay4fld2GC7u8Rjucyc2Qzvow8B+Z7ECZZbZpE2Vyc6qwmdyqqNNGzu8FFG1W1xwVHpPrawhXFb4b09jIM7HliS/7gNzD0BP7H6QCmJrsyLxJxMAoJLq8jamTgpvzkWmx5XXt35FBZZCC6337CpfmoyvIXFir2jCY6JOElXPlA2WNGHNv5Uv2g41WN994t+ISJFCmFRUPI3Qr+Ler4J4CcFLrfIayXOL+Db8kCxvVVkWT3rMkc5mOrfGk1BEJin0gkxvwGwzLedJsPeEgvtC4xWjmHHtqleC3yOAt/BoIC38AoAsZX2ghhednigwIekqnaisVS7PK0O1rkpHXPVlxy4SuqjocmTIPOebwV41E0RLVTZjKy8GunIU+2Rfo6juy6HEUULZrO2PY3e82BEdk14JNOU+xD7MMVe9zz9j3ekuulwcUVIgkgm064cHVrW0zqZfgVZTe5Xfv7zv/G3/zNp5nNyzCpV7kmMf/Oeb8UC73PSwaQ3ue704SBpA+L0/rS5NHXp8mm5SSKhX/CtMeDDRYaPajSYroWSUvqJgiMJ60ZM2kDJVbdDXHcqvHcWtUowfzhb4z32qVOyx/T+NnysQ8WaIM1pJFwDcdjU+FSHbas1xphNev8bkLUwhMqJONWKha3YlfD6lWoVDlrS+MiSr8BVfZRCveO61JEle01uxjKo3rqsPhGyNd7dlrgxlYhH07epSoinl0Vfeq9/QyH5LI7WpcMi5JpEKaAx5KTxkX3PE8kUTEnIBtIL860zbkoZjmiw13PyhFntyTDsToX5Qoaj4wZ7KgGmYjx7U9hkxI+jA8RYfFxHho7XudZr5C8mIP+W0RUOR8FmlE5MdoLupJBKAzsqhcM9bXXD0QOh9CFti5N9JT2CKhVLRlU5qXs9Dpc0jpQUA38fJq4WGcKRl29ZHG5qruwTL6ujq7gl5GTKZplTK/BF9lFxUCYmazUxOn3o90MrNwmZWed8U3GARvGOXGh8WpY2ktnkU6eiFEFocZhrcpophaYZDZvHcOBuOob3tywu7yPmU8RCYQ6YO2iwRk1GgQ/CrxsHukanLdP0djKikhywcuDbsDspbO0ACXskzEu+9mHhYLYO0WFzR0YwTRi9Zl7ytV/k3VkOOnG6ARaXox1ITj/OJn0+b/lzG/PL0Kn3WenGzRF3YztucZ3gPDW5KdmHAkss9C94ZIP56jLzDBhWwjnxpq1MOzNkN3h3m5M0JuPf7uVSK/IOnHTdlW4voYxNMZY2ptbBZeYq9+z1goeqtrPV0OosbFrM35c4OhZRe+GIqwQYAjM8zH0ma9tT6D0/JopkYrp9SFQkt7wv/P1L4nbnspB1kmll2pUjeNLqcv/O1f/5V/4L+O1v/57/ubbF738YedfYeHJOphi4Hv2MyFHENobbMs+1xnZFGJYgiJQ/VIp01kvMDw54lEJ1pC2JUL32OqfLA7YRg0zXYqt1BtqOmzZWLLJYOGC7NX7e/1PAuIAPrSx5bGWWkfwcrUjPuydfOwr9Ox6J2BjKEpLe0zK77WO54ReYq4UbjsnKEofj8Q6oPs2mPX9Q4JPt6S9WqQzszZafH8A+zfVunqa5P//KZS0Ukcq9yFrkTb7NhWWJ6LmLTZnX7fLMHA4uOc1kMMI2heY93/q3zibAKQucsOtvV1bjZWl+pF7MKgYDHIWkPaz2zrjRShz5iL9fjRz6oiJieR/KLQ6tTfHObBJb5VnjK8O8TYRXdcuy2htAKedLIZSpZmc9VrM1Vs0mp2rp7FCSf9WIEjwNdrVHlQj8ShpLiUvy+jhdFhtd3nXWnXY8zginGl6yOZ9kHtuyYGjSgVbtJnK8eIlRvWvr410fkBX3yi0OrX333fg2lvPLxQRPMgrBU9TJCGafCt6T7cNaVthymXq4syk0AirceTvX6rLSXvcY6UFHg3BUfaHCXks4mE53YNv/u9ka240OH/28bvYBnqJvHu/6LGyOeL/ZMvlswl10xLoa4Ksqtzi0pC3sbAA3MTIZThsNFup1TzqWWBuinZwuRJXGh2KD7TKgJ+v2aIh0WX91Oec3R0Y4Kf3KjlOgwIUaCbTS9VfISgo3etLtp2K3WFlHhwTec0DHDRKkxbmpnP7fX+WSryyzDXjSzFs10HXmIub9uLomlovJRkzUbrQOEmsJERVERyGMB+nIiZpJ0sIUYxnb5vg6OF+LXmwcp2AZKPc43BDrNCHtJq3Y54V0ZkQ+w4Rr21PovUDXJ4lkmtE+5AkwrUyrcvSEnEy/Z8vNlXsyvJSDCcKMxqAxHLym5v7bU9WirNyr3pMl3+pNvQmZnJskBrqGsdlyn0EhAz7KRC8GIhw8BrllFqmHhLArCCGNM7QMxqYVfeory+dOC6MNa0/gDAeYK7fYDa2alqwKynT3v2JZC8OoCnNmk9OMNKaqB8oCoL4L0wl5r7DOUQbsChbi+xq71hLnmQxHUVVadI2jnCQKTmgwvm1ZHSFLCfTi6FOuLKutnidtaBI8lSwabFKptsUYJlr0lYqEmQvyz8TRNJt0ORuK0eeky+WYL+I6YRSEO3Zk6szJPTeldWlA+jbsWZuzYccbzRYCd+Ph3/SLjcOcrHD1bkNtRHWSCsPWv4HxGFk1S3IV5LiSRqj4/ul49YSzSfzmkRYfYTBXKLJy0PNxIXqfxzsWEaecZpNPdXg3GHPXG5GG9lodS4An/QJsO01GwmVsUnopA2NVMhXzPK+kpXwIvAP3/Q+bJY5ieHzmagesdOxTfjUySrTpREEWG+w5RRJ8FSYn0aGBTVOw8p5XxtzoApH2Aw/1Og/+eVnrcViTz+HhUVE3XBUenWgjtQ8habvip33wtuWBCRTjiN/9G1mlrWoFw+FxEpGT4N9QeyPc1M2p532NUeY8CDd6cu4koxQZUe0WW4cIB/yR/MzVW15nQiCattplb3lHseOLLBZFyo7NX7fak5GpkteKZomjWCeQIgsT6JppDtuSIcvq0ol7yFrtjrSXhXNKwtGD41RunXYs/b/txbQ62F9xzBM4kK2xO4DTk2BFzbHJ1u0qZj7MbG1LigR6LxQTRTLNaB8yU8xCpr3I/PLLL6+Jfnhs/O53v5uNo8mE8x34UuC7O1X+64COoZfjS2uaJsOI8MAxfobTC9hNZSQFROTzj0IqqylSpEiRIkWKFClSpPg+8eadTL/5zW9eLJIpRYoUKVKkSJEiRYoUKVKkSJEihcDfvHQHpsWknEwpUqRIkSJFihQpUqRIkSJFihQpZoc372R6SU6mFM8FkYt82jQnuFfkuo6619AyHGkzY5dM8aKYUF5MUc3nZmwxM7nRmsGSyWaT05L7uaGN6lMqq98VdI2jifWWgKFlOMpkOE+HewYwReVNCc880jWOSiFz+AkxbJZC5rEk2RynL7rGadNkaJpShwmZOcpkONU0jw7y33eU0WLIi3WMBHI3NH3yLfvw9DIr31XsM0RDcEdmYv/GmrszmO9h/Zv8PUoOF/uv1GQo++j5bCa9fWq8rrnr6ceLv8NkdoMXUjZk30fOhad4xpH6J3FDL/8sDiYZizBMZsPG2QtT65NXpt8MbRJbPQIe21+uK09qY8f9xvS/HzkHXmDf8HTE38+El6wul0IgUdWHEIxLDrewFGQdM7QMndtRRGhVPtQGnGdykRUPVroWh+gYvKFS73+1CFbOCEUkuSfhpeRP6izIai+xZeUD92ZZ3YfTjMYHf1WawpIil34C4tDGU1n9HqAQcYaTzMZVMJIwm3xuj1Ol5vtD7DyMQ1g5bvOSTzkxx7fKJsPbImtn8pqyXTI+I78PaTOCXDUMo9c2net6gYqsxDQ0TeayWZwKfM2BrGCnczPIsVqWesNXGcp+1r3NAY+Xx3zsVESVGvnVsFnierMVujYaF6JYQT7u2YoN9spBIlSv7vWSgg4vOyw0GszHPf4soF/CQYPFdVEkZBKS2+hxkhWfRupruy8zmO++9myb6suFzlZ5fAUwbF4wP7A4tB/BbHJ6spmAxNxfPTQO0c/1qubuJFDnhNMnt+KTI2ueNT5BWyMwNmmy6GAIwXwMZGGRlQM5t5+cVNsLZ89QrWJoTYa39dH2XBT58As/SxBJxuIJbFhdc+abv7rbSrcLtj4Jq/wWNudUvDL95uiWtsacp6JxOBKtDdUDRbaKrO3P1ugK1Yf9dZfs3UfovbIZ//uj9GuoHtGbI4upzBy//PKL9Zb/Hh4eLMuyxv5viudA1/oTWH/qjnfXY6No/QTxf8WGdV3F+omidd3tWncDXyODhvUHqtadNbCui1XrLqxvxYb1OPnDpfieMGhYf6gGBfWuWrSuB8o1MTLjuTakTef7gU9eU1n9jjCwrotCR/2hEVBKznd/6g6sR//XEdcm/wuTne8Ld1WsnwLztGv9Cd/cC8Fjo6iMSdf6U9j76lYTr1d3Vf8Yi/Uu2L/wvqi/413zitZ1oyrXuaLUDT5E6ivv7wd00oj73UepxjyHkM0/dcPacXXVXeO5dJbQm9eNxljy7x+DYJujZWp2893br59sORo0rD9Ieyf+XUrZU/7+0Oha1w3lAbuNBM9jt5Xg2Z11Kxle09wdB2I87D56bdq7alAPB+UgiKl0R7frk4Vwu+GuG92WeKaqdWfLV9K/BP2Lh7KuxbaVUAZf9FlmMxbONdWINdx+rrj++vSEty37nct/d6tSJ43skvV69JsNV8/NdK571rGkun98hOkLez/7GCO/8euU7/359LLnfb8A0kimFK8OwVKl4vQIxzMrTwHaI7zn1U3ywI3851DXMS7WuVK8v1+cspNFFhsH7Nb+SkMG3jISnhLGnlrv3PGhJ4ROnLLB2uAMbgvMSa+/cdLh3Vkv8tQy3+op97unKkdq19oZropVVgr3zLeUCIFUVt84gqf/D51LhjV7jO3vk5WCNTRxyhmUWVlSt/KaysO/AZhNPtX7PCBPYYtFFunzJawkOm1Z/ny8UsHD5rEY35EnoDrXdwds1ZC6C9YawbFerbUAnfPSfTAqaHDHwqb/uN5keFul0hv1+1H6zi0vfnq8zF5sO1VRHVO/g+UN51NDO2Ze6si5DTjV9DErb8b0edTJfx+ohxz7x5zSh57qOyiyBhi6Tj5w0j7b+S6gPKPT57IsXb0uSmRHPotbDnvYLHG95Jb99p5417lS7posauaZ8QxzNw5Be9SHUVEgCZBcdwD3x3xcXw9+HngfRdYGYVELOtf1PlQPyGfL5K3nCvtx5VvInUgJ+zLVWL3Us0hMPRYu8vsNFtt1OtqmIk8657k6D8UGe5Eyplwj3+PcfoO1zSWGTRNqAx77sNjYF3ulcotKdxMuNIxy1P7ptek3xa52nlPnPHPMfOLfV9rSdSiXE8ucoWnQGiNSKw4hEWhHx0C2xq5Vw35Pjwf2HAmRLwdZVs8afM3V+dTcCLEJ7fkxvY6aFBM7mX799Wd+/fk/+bf/+Av83TZbv/8heM2//5mr//gL//Vfv+W3/7gWes20mJmDyYTTHDxU4VCNJrY3sNUue8vHfKz3JwrLfjI8df+e8/lHOQsCBmGbjqrMR02k+2MeNy05vsJ4fy+VsjDMfBP/DbxXQ8vweXmCfinveqLnem3vJ9ZQiVPUJoZ2Amct0Erc7B/w2KmwZ9WYw3ScPphNPnPAbiBU22SYzYprmwNWa2XXKDWbnJ4sOZssQysx3E+4IL5BWZ1YFp37S3Ta9i6yyEq3l2wD9Aqe39DW+eIJGdddw8lGImPaNcRmkiYXll5FlYq1iaEakcUGh9Lp4L3HfibV6CyyNjjgMRdxPzEp1PK6Ud/PHI4BJ6FrnN6fcTiljLiGt4nREc9zlcu4G3n/mJtNTnMdKPY5bXZ514GKDPe/inJ4FBu8931kXEC+BYKrJisd4QMeWVYMYZOh4iR37tV24KxH3tQxBvd8dvQd0uBdZu8MPmUyPISuqe7vDO9v3TR2XcPY7LFl/162xu6mxlHmYrxUilBkWe1ZrIZ+N/lmY7STxeTm5J6hb0Myu/lut+c6gtw+KalZlsWWrnG0bqdXjJOeErYRNLkpnTAX+ex9rxxHopqoB1PhieZuLBwdKN+z3zb1zNV170ESJNrUja07FHjXHzmWPVUehM2QD3lFwqEFtC8wWmUxj0dRXszEaafOYZObknRSHCzxaMLjSRLqi9fyLC6mGYvQlKd2iDz16zG6xetgPvI9+5V9W2ia22aonL5G/eZ19rpOrsVLndUxD1zncvecN3NsJdEhZpPP7TYPEe9qbISNb7GBk6J9dsDjqDTKMLvON76evbHnN/3v1uRG2+FK2t6L1SrcLrM7IztsYifTDz/8yA+//5Eff4DzX0Mu+PnPXPEPbG39k/PvP//8T/zTj5P+YjhmFclknIQ4mAByyywCLOeYWyoA/VBuoBfDU/fvOZ+/3IrlC3DzuJ/BK/sK3utNSfMtVkHkW1bk97H3y3c9bJb49ET9nwrjtu9fhEOwEvH58LbNVa7NSnfA/M4J+Z7KYXLL0JRRTMsFjqSzylkoswOuHf6kImw8c74zvJqxiJPFkTCbfL4tsGdFR4pN27+JkaD9fMsKrh0Oiqx1K3xdr/OxRKxh5o1g0qO5ufp+gzFi06ls0PwRDnnLYstscroDHwodbsyakN1sTZwuKo5NYcgOmC8p8yPqfoRBuEeJT5y5Bri8Nsn3Tw2Pc2QimAxvgX6da73GVu6Sr2rkmdyULhaWvLdla3zownyuB5caxpkYsyFjRJXYRm/bthqjHA5+p5N9b58HO6IS+CDH09AydOhyKCOYdq2aJHtd9/bNvOeb5KFRixqITUTbJ69F1hoFOpnSGCfez4f4SCYXj5s1z9jMZr57o7OiHOOOnNr2kZStTqY9pi2knpCPujZBhILZ5DR3l/C3Z4fp526C3xgssT1o8ClXp5O5ZW3QC7VNDS2DsTluNNiEukNBKC+OP3omxDmtcuFQXHYiJEdGa80Uttx7ZcwAFisbydf/V/EsU4yFDXUOy7F31381g0Ng2CzxsRPeVPizh7cTh1et38IcwLHRPjaUdTJb4z0lzvXRB5nDyw40BjNwausYUTEU/TsedaBS4Cq3DhRZy8U05Xe8E+VcHa3Hh80dHpfPOLTERUO9yafbEY8yBp4sXe7n//xv/u4flMilH/6W//5/P8OPP870d54rVc5d1IrMy8G3B3WxWoV2W3gVi1Uq6sZeb3J+XOdLX9y70jhgq+YSCH4pVlmhzZd+lUoXPq+3eVDbMHXOd9bl/bBYbbDdCk7qsP6puCnBFbDXYyIP/qj2Y0nIQgy58SIN/GG2CW+zUViemIR01HNPi9D2VS+1slh5nj0uEinJ/aPwRuQOGOmcjId7umZoJYZnPWVTNuAR4NJkVabCrS7B0cWm8h7tU6To06qx8NZkFWJlMYmOVHXHR1tePREtvpOWYoMPvVpgU/2yshhClmuf9Knz0ecM9b+vMOPOO29nmy43vOywcNAjzx2nlyarTptl8oVjsQlydM4JXyv7nmiS6PtViLmx1aux2wvrRdj3celRISeBAP7Ii8iTVhOjA9/IcBRmmyY5oTUv+dqvsta45WpdIz/YZ9ty7zEu2kCVD61gSH6+LJw3p+w7kZGPd/CtE9Ef8BjbxklHmUM655osAKBf8KXfVtJqBcS/pYGtGKd2ZGVeyudC1+LQvz6UWxx24fTeBEk+bpzUeWi7acCLxRJfCl0OrejFZfVFiXjDEb0Z1bnRLmCzxWrkI81ivguS97wTiZYQU613Ms3xSfHK524CzJXtVJ6ggPgdS1+Om7wvj/GbU+gOG0mjZzxw1mn52xGOiidFaGRtFHzRdCHOmBd9FomJxiIMZpNT+UzqHPU6wqusNYK3JiLZj3OoB5w5r1O/eZ5TUkxEXm9H5Ubog7mNCt9yGkZsRKjOdafCdm8WTm034sxuW7xjGVmuwVarRp5bPtb7XOVKMDiIb9ITYVlkbWCxinD+f7AJ0aPmkIJvDBiSFamW5Rq78pKbUkY4gxsFvtZd+33trOU6h+WYLDYGfOCEz3WvD+N5OZn+OyzkaTo8OSdTdokFZ1MhTrTtCWOfxn7sQGVgkc8Kw+1z0yRvT7TyBu9zNSeE3NAynOsWW+UyW4MG33Id5gcWe5caH9dFO5yUMHTIl+Hm5IL3PUUwTZ1zrclWqzayfzNBwvbDPd/je9C98OXwKhwRwfzcKAx4vJ2gCtdLvle5EZg4EinJ/SPwFuRu4uo1ITIzbJa8qR4gT+wP+MAlQ8T1xsUta/txBn7QwA5wMsn/DTr93qCsQqwsJtGR+ZbF4b6IYgkL0RUhxD1Xv5g656Um8/YYvvTzY4eXhzmEMj4OAvsraajVc5zyUunXJkanwPsewD4LxyrnAuT3K3w+EdwFIGT/3X428f2gnPIWG4pxleT78PQoJ9omYBCPkS5lXvK1cMBuK+ekuLrtXJBPsEkdXnZ4qB6wW9uHTo7OjjBmRTOaNLr2o/kuLjbZbQkj7vFgwPxtgYVCgQ+9Fkj+B+z02oHGOe7mytg841LRzeIAACAASURBVN3tSbDZKGNbpu2qffHquw22B0s8DqTRq6SFClSpWNGOUDt91+Yu8vBXyPTAdzOKYopNhQlJ75qUc+jxdpn3Mh0xuGmc5XwfcwP2bJgmXe51z91pMGyWnKpWeXuuKdXl/NGioW1MpTumQLnF4WCfYTYLzZJnbJ8lxUyNQBks8zk3yjMUE4Xx0s8yS9wec5pZlxv48DQ4FUPf88KoyCMvwueh/5rXpt8Up1e1S4V1pvYrZmt8qGb43NwnvxF+ybB5DAcTRNfHwu/Ac6O2tiT/3Ep3wPxxTkY1wYqt36wWef8eIzAW7v+qBylivySd/Mo9c7UzPmg7fJIyuFhtsL1fYy4Lqz0LShm+3lXYHlhyLE1uShqGXBPzLYvDTY2j9R0+Vw/YHrSYQ2doAtnndjI9AWaSKqdBpw0r3bBfKLPlnNDV2LWCV6wctJwIhvxmgc+q09q85Hqn7kaEFGFhU/m+WBFKdAnhmc3CcFmEjmI2+dpuc9X276Sr5Fv2ZnR0/wBWe0TwGYxCsvZnC98kLDbY27wIhkQWG+ydgaETfeIYEtqfDE/93C/xXhPiDcnduNw7wVBjVWG7Jz0rXYv39x0WNnvkueBch61ck8+3FbZjf04xsMflZPqOZTVWR8bBbIpNhfrOsiLKxnDSs15eFj1GXuB0yTfm/nDvifo0CqpREnXJCV8Lm/KdZMkXOt7IpWyNd7clUfIWIfuecRh1P/b8HESe5I76/ilgnHR4t29HJp5wrpfZKgvDmm6ClE/HEBQPutrr8phZ56O2xGELztfbUGywHaqXJBdJH760xcnjVlbn/HiZeRKkHpVbbGFyc5zgQU0dgzL5gUrOHabvhBxyookUSpvzxkqgV01TRHuC1JNltvaXOdV08q2yiHTrzi5NLjodJKmjImHpcOwIMME/ZqhObV7jfPf13Y5aqHapOJ+GpE9G4nWmy009d8f9PS1Dpy3eRf6yFODjM9SLHYLyTPTB6lS6w8XEKVrZbKh98SwpZmqKj9nk89TtveCzKJg6Xa5wwG6v7OiJcNqH59Md8Br1m9fhZmizaXV+ucjD3QDCnEyDJteczagwgrruVKlYXfCvWbrGUa4tuTizULZYte+zyeX1FvlyHD8hMiVfD4xDtCMyS77VkxyPMNQ1Pu40lUyCIu+k08m5vnLLtQyEsbHYUKgPcKMwn9DJ9F8icEnl+v7b2RN/zyKSKd+CNeDqghlX2tA5z3WY7w44lKHmw2aJ66S3Z5dYKDZmRsD12uGJTLE9+rrG0Xqdj+vRDoVQQyhbY7clPNELm6E5GgJmk/PLjegF4K8Rb1HuYknj4wzmLKsHXebKZZ9SNrk5LpCXURrzpRKnEFtdzrlPuyTfqsFlJ172nC6ksvpdQJVBeVJkaBk6uQxXUp89Ojou3CALPYUNC3MPcDLh+d0wPN71xWGGhHEheH286Ss6W0olrdWDAqeXJnlEWpyKJPcLlNmKrVQ26nsbgstksTJFLqifwL/cIq+VOL+Ab8sDJ0w8GrKST7WrXGtHJSukpZEn5T4D0Wxyo93xrbJP/q7uknXaDn4Z+bjSjT+mDo3qtKtYqodaZFk96zJHOZja2xp9FB6QT+nEmN8AWObbTpNhb4mF9gVGK8ewY+vQ14Lg+1cPAgR0Hx8ZECafM5jvs4POTemYq77krFRSFw1NeiTNe74V4FE3BeF3ZfPZNq2vY+5O8HttsXlapcmp6mBSU4aq4OiF2HGeVne4SJKiddPMMWc7mkc4XxNFhb9ghapx8NzPMtuxCJGfhM7c8SL7lbTVqMiuV6XfngZzGwdUNsqA/5Crz9Vxhb2ZpMmBuu4MmyVJCyGql4K7rgYjb7OsHlS5Wm8HC8HY3G2NAbsbl07Ke/4iZEyU4jWj5H6uvMnK+gUGE2RVhODJnEw//sM/8p8/u16mn//ff/C3/yMsYH46zCpV7klCJ817vhULvM+5hFrXnT6MSLN0IU7sT5tLU5crn5aP5DkQ6WkdEd4aKMHsQOTTvneM3EqQj0ASwH3sVNibwBgeNuFjHSrWbCakF7dOyOGwqfGpDttWa4zxm/T+Nyp3oXIiTrljYTuYFMNxpVqFg5YbpVGBq3qBD7Frzh3XpY4s4W1yM9YG663L6hNBjaZx7Dgd47bC+zHX/yeXxZB0JTeU2D2hjIu+G30Km5STKcd88ZbPTZ18rSw3TEXe7dvf6xi3DbeqmNP2iTCEnWfaZ+F4h08U2PbIXML7fRiVwhv3/bC5I/gBziY1/Exudu744HOezy9Dp95npTuiXfXE1mOomdzsqDwjbTqlCC4IPydJscFa4ZZ3G1m4kxFFoelyfiiVVatdtmLSJYbNkpcoOeuOz7jFNILyaXJTsivYLbHQv+CRDeary8wzYFgJT/uZthLlzJDd4N1tTlIYjHnvDOb77FBmrnLPXi94CJKXfIKGVmdh02L+vsTRccVN0XoGvPTcnUTejJM6DxRZ28gGiXbVf+saRxnBpRO50Z6F7pCYq/XYHdn7suBBMwcjr7QRJ6cixcqPsJL0rwPP9SxPNRaTwLN/Um1Zn+MiSboc8Mr02xPBXgtN/xdF1s7inb0TrWGmCSE2nr2uGlqG03slUlL+RmjRAZu7rZaV/RdcXvmypJ/I1elooiLeMLfPXuOWj/V1jjwVHGUUcPeMVRkIg3nPt+qmkqbZ5+tJk7wTzSRoEpLubSZ2Mv385z/yf/5i/+sv/PFfgd/+I/+89Xvx0Q+/5x/4M3/8o7jot/+4zdaPk/5aNJ6ckykG7qmeDI/F9vy2ZV5qje2KIN4Ckev4oVKks15ifnDAo1QCR9oSh5tAe53T5QHbiHBnuhZbrTPQdtxUsWKRxcIB2zGkgM+JkfnPEEs4l4gzoX/HIxEbQxl+TLUbiFQxtGO54ReYq0UQwE0RXvt4B1SfZtOePyjwyeZFKFapDFqKYlBzeu2oBq+RM839+Vcud6GIrDDnnhgEobyLYoM9yxLRcxebkgTXLbN6OLjkNJPBCJNZ855v/VuHe8QpE56w629XVuNlaX6kjsy6ef7AkT1+iqG32jvjRitx5CP+frVyCISl5TyvMZZltafO4SIr3TOhIxUD9EumI53zyjjKakpCn2Z5X4FP7LvvO8H9K1X40u7jyoONKhXUdSP8exXqGrPStSZMvTIdbi/1hNmZ21YWQxNkwmFrkhE4sfWPrxItGZb2YMtztsaH7hJ5O9rLbHJ+ecZW1pd6MxLxJ8eCH02Erz/e2ZFGBJxci/LZ42Ey9JC3uu9ylUu+ssw24EkrbdVA15mLkPf55WKyx1SeZ6SdEcMhFD33xAkzmD6On3Hx0vMd8rXohcHZEJWBco/DjSanmQxE9nEaTiYXr2HuwmTy1rGjmEL7PIIXRcHMdMdEuMe4zLkcsTEITftS4R9qc8DcWZeV3Dpf2usctROkWD4TXuezJBmLtrf0vIP4eRaAXSE2sz4+MX0oXl6/vSSGzRIf7w4883BcnSIcymoBK/udulXyhJ44wagJ21n8O8fRXZAD63Mbl/zcD8cJbvNoValYkh+1XpfpuW57jxc7HK3blRpFNKWLIu82l7jeyQjan2KVyplte6j2f9uZc6oezvzyyy+viQ1mbPzmN7+ZiYPJ0KADicnTUjwTklSjCIlgGVlaVpbL3p5ys3qegflBRMpeiifFWCcJnvD2KKNNKv2CJBYMDQO2q0LGhxiHb1TDOZlSWf0OEJGuOXtDbLbV5V4zPI6F2GjWUZw87vdzJ2pKQZijxus0tY3BoTnAuMyJ6nkhaQRRUDldgn3zpmV5CLMB1bCfhMA6aZRSIM0iQPxdZLEoUoVXPY4mtwy5zVcTDf9GenZk4DPDGOP6PPN9usIp6riGyk9oqqD9uwk4rky3ilFs2u+Lzl0mkDcTo3nC586ysuaGc3mNHu+n0h1h10Z8GVHoRERE27on3pYaFf2SvBCPhDMmBzzm1qOrnr2FZwlrP+FYJI4qYpw5laBfb1y/xb23kc8Z9mzFBnsHd3xcl2lsgzPYcef7YmPA7tIJ57Qm1CneKmxqpJI6x51qzIFrvM8iPlN1YEg1QPfhPDrE0AVfkxGgCAnHTakkDpQmHPY372T63e9+N5tIJhPOd+BLIXU0vX3oGHo5vlSvaTKUxIFT/AynF7CbyksKiDHa45DKaooUf5XQ9cSGXooUKVKkSJEixXNBzTKg2FDIwJPjzTuZZhXJlCJFihQpUqRIkSJFihQpUqRIkWJy/M1Ld2BaTMrJlCJFihQpUqRIkSJFihQpUqRIkWJ2ePNOppci/U7hhaFlOG0GKPqngM55ZtI2BdnZqHsNLcORpk/WvRSvDBPKi9nkNFPiZmwxM7nRmgzD2iu5n4+eF6msfn94bll8DpjclDQPObWhZTgqhcyBmf+0ICk+94u/rnGU0RIQZos5FnmtrnH0Uu9dPtvRxGud09AL6hGd85D3Z2gx7zy0jdnZEMNmaQbv1N/e9PIT2o4tA7Mal6j5kuKJYIoqvhKeOaZrI3SkrZuS/40j08Nm6Xl09Cyga1PPWaFzUtmfDSbRye5cUO2DYbOp6DzRbhJ959eXtl6P/4vQxR77yjvvznVXdsLbkNeP6LPa36H5HAbFNLoH97rYdVrHSDCfAs9rNoEpqsu9FrxkdbkULvKtLkbmBKO2iRFJQAZ+ErJR8JReljC0DJ3bUcR3VT7UBpxncrGV7Q7RMXhDJd3/ahFOvBlAXFWREBJA46TOgqx6E0vYGLg3y+o+nGa0IPFpYUmRy6IoTx6LVFbfFl6ZLEaQdCaFlyA3oshCscHe2TKfSk3mezXm0DFCdXAcAeUohFdMG152oDEIEulfCIL90fNhwGMfFhv7slyxfE6VPLVYIf9MJNShY1vtss0lBjWlImMY4qrKPb8eccnFG6xd6uBUZzOZ3x+wdpujk2knJIz16cpRch1DXvt418cp76witM0wmyRMjvsRlZ8E3Gps4cUivjVE5WCKy8wr9w0vOyGl7SPgK03+/j5aVh5CqvrGj4Nb+MJ5r/bvjaxwllAnhmASUvtpEatf4xD2HsxLPuWE7t4qmwxvi6ydyWvKLQ5zwum3EPmcEXM6QKwuq+x57IkwOfW2t1jZeOWVWPHMy/DKcPHVNAGn4tZiyFqRYnKE7cHCYcui0KdzIGxhs8lpvc5D/U6MoXnPN4qsbeYYElE1XIVPX8aSlktC7jAMLzs8FCtsy6q5qz2LVfmdXXxnFB/zymYCwSouQ0TRjTi9s9IdMH8cr0MD+ntq3eOzo6LW3GKDPU+FwjB9711Hh5cd5mq1t+9kSh1MLw2lQoAsX5y3LLairi3dhxrzkSWKVUOp2GCtUOeqXWStu8SjiVJWGWVR3pcflNny9MVbzce+Jt20vwV4F4WZwGzyma4o6wzkW2KR8VSBsyu7hS1q2RofqiVxkjCyCriOQdmV/VRW3zBemSyWWxxaqnUkjb1xS19na+xaG9yUTpjr2aW27f8X7S5wD8CwecH8WSvCQJyg/LOcD95/qw4vdeNRpWJtYtw2eJ+EyF6/EIavvTkb3IlN+sGYlYMmcuYF34U9tsFKgWXmQJw8hlUP0jWO1n3Nv5AeCazX7TpXwFWEU9XZOI5djj18cymqC0VALe8cNWaefpgYuglZVWC97zGshLUDOS6Rm2C5qXq3kYXLwJcYnT5UDxKOyQbb1hLXmXW+rGvkrR6HChfrOBXJ/DA0sWlY5IIbsyzuz9b4UK3TaR9zs1+OaXMSnShtxxeAOwcFwqtVJauy53WCD3jsF7w2brbGbveO80k6GlWiXIWjK/z6+i3A3awGHaBqdc195mPtLJObHblexB3ueJDAcZViDJTZsga8N+Fx4Ea1DAdLvOt22S2LueU4e8pTFrMZCzrX9QKVAXzKlHxV4UyGNHg/xrIU76Tu07GXxvY6R4pecfSOrnG0fhvU02WLVV/Vvbi1Z2rd47M7A7akrnF0sRny21lWewMo5Xg8sNjKiaJH7rPoXHcqbNXSSKYUM0GVfK7JaaYOjQEf7nJK6VzbO1tkbXAQ2cJczWssBctbygWnPWJhkIvyjfznUNcxLta5UhTCl4y9AhVZbBywWxvH6E3xKpBwwxd9Smpys3PHB1ktQWyaEKVLbwuO89I46fDurBe5GOZbPeV+d9N1pHatneGqWGWlcM98S9nspbL6feCVyKLbnwu+AIvLuTEeIgYeh0+ReXOJx3qbL/W2iNwY5TiQ9+PbRLjP2QtuTrM1dq0a4U4SQNfo9NvK/LDhXx9Mbo7bUGw4xpdxIcbqiy/S46PSVmjER8CZ53RmqlLzU+M59YgiC4vVKrTxRnKGlnYWa/djpcG3+jpHihMkYKzLaCBRMnqyLhondR4osrZfhmw5MGZBB1U2vrqnjfa6V697UI2+b3DHA30enEinvpA1WTb7qg/0Y9pW51c2yxxZnyNRwonkOIsshx0JXXPKZPuro+b3Gyy261zlNOYiba/xIpleInrpSWA2+VTv82A7wYtFFunzJTTirS30zUTl5zVo7cdfZF7yWNn36NLHO2B5wOhTsOdGMALroXPJsGa/F29UzCiHqe0gDcqV35GfwoMktktIRKQN9X2HBwqs81E2f4XcD3b60O971lvAMy+864KrLysVRuhhgCLvfJ8Mm8fQ7ZHPQt5a4jyT4dwXOXTVDlv/fXpNvouVbnjU07BZ4mOnMnJ+Cxuk6g2SGBdT654ou1M51DxeZq8Xp6irYu3U72B5w30+7Zj5M7E3mtjJ9OuvP/Prz//Jv/3HX+Dvttn6/Q9jfT8rzMzBZMJpDh6qeIXHnoTVLnvLx8kX7efCU/cvaftyUzBslrhWwg4NrcTwzOIwC6AHPaqjlFxAwbW9IeujNjj3xzw6/fFuWIbNEtdLIWknL/0uR8DQMnxenqBfyrue6Lle2/uJNdbiTklNDO0EzlqglbjZP+CxU2HPkqeBzmVNPnPArv/nTZNhNiuubQ5YrZVdJ6kpPPq2oe6JRBmFNyirE8uic3+JTtupkcpKt5ds8/FKnt/BS8liCIb3t0BU2gGMjjRSdWyViuPwEf29KZ3ERKtKDBRnw+BOpAPVslKOxRg/3ol3KgyaiHb0C75V9qFZ4sg5zdM5v9jk0NrE0MvCyDGbnF9usBVIjzqRBmIHw6yxiptS4YylrnF0vDz2xm9SBBwrfXucxLjkAfr1oBEOxDozbIyjR8aFKgtmk9P2HWo62K5rZzqbjpXuQKQ7LKlyJOBGlIREjegQWO9VhL0K21nyFIiyNcIizBSI+Sicn/PqJsRscppry3Zz7mZ445JTmQKRv8jwWXUWhzrxwInkKDbYs+V644zDjUtOczmO6jFz3tZ1xQZ7ERG7u907jtbbdDJREVuzjO40MbQdZ11YrDb4sNzBWOqxRdBeXKw22G7ZkTz2gaYqR+7zTVKCOxZZn0zrGqf3ZxyOvQ5FpxkftWGl2wXt0ps25MPwEvJhv3t3z1BGSXquj0zLle9v4HvXEzjHomBo63zxHAiI5/fovES/542EmtpxGZoyLiNn1fFRZclzj/1M6niKA/bHXMT9xIyFvG7U9xMj8uCEyMOhKHhsYN87dNZbXeOoj6JLlbVD+Q17XfA7bYbNTkAPj3TsmE0+3R2wu6RxrrfYKpfZ6lY5vR8wHxLNZmglhk5Kqq3X5EHJwSyc4zpGW0nfnxRT6h5D24GzHnlTxxjc89mxO3FtojP4lMlEpEsPeGSZPGKNc9IqdQ1js8eW/OfETqYffviRH37/Iz/+AOe/jv/9rDCrSCbjJMTBBJBbZhFgOcfcUgHoj5Gj+gx46v5N0L73hLjIWtwBTJySQ+V8GDfMfgK8gnd5U9JGhjvnW9E8JLH3y3c9bJb49ET9nwrjth+5EXOxEvH58LbNVa4tNkA7J+R7aurPLUNTRo4sFziSDgLn1CY74NrhPSnCRlwawRPhlYxFnCyOhNnk822BPStBdM6E/ZsYb0UWA5DpN3FpRu3CiBM0+17hUJoIuRq7AzjNlXisItOBTIylCqzLU8RbWNiMHzPj4pZ3+yLNyOZDGDbvybdElJOxnsHoWmzlNnjvN67MJqf2JqlYIZ/VOc/UHYfXS8FxrERFeEHydLlXgTJbgwbnO5cYjpNJ57oOawOL1azJzfGkbY+RLqeON6Nk/LngTYdzSVh1znN1l4tJ10QkxkFWcjQVeRcSiGhcdoC+4H8qNqhUOnQ8m88oPSTu+erfMDoHT1UqvZgoknKLvcYtH+vC6feUkUiGtsNw/4zDluynKRxoHLj9+MSZE2lgaDk+NTfYrWVZPWvwNVfn64nOqn3Qc3HLYrHqnNg/JTybrbHgS3MN48Iq57gpRSaJ8nh35/vEZHhb4F0FHgnnvrE3/zYnzVYZbkol+XvCXhzroCwh/OmKXhRZ61b4ul7nY4lYR5M3gkmP5qPr+w9cIjIilI27eiACkgZEpqx/KHS4MWtOSumuteSLuBWpY/MlZT2Puh/hoNmjpMg1Tnp8ku+fBDKtHE+EWRy8Dr/KXU6koO7fC0d3p8oKvhMA855vjMP7NC50zndgu1cGcsyXMpxjsVVusVs2ubGnk8J/lghRjrSlgvNvYWuFObGks9FzCDhZirOKsXSP2eRzu8+DnWUBfJBy6qQOywimXasmycHXvXrfvOeb5J9VCx2JQx4ROXVoWW8/Xe65UuXcwSsyLxd/Jxy5WoV2WwhcsUpF3eTrTc6P63zpi3tXGgds1VwP7peimHhf+lUqXfi83uZBbcPUOd9Zl/erpzaj+6fipiTCFfd6CYjWEj5/FFRBNLTShJUt1HzsCQyawnLsqU8cxnnWmbWvKi3l5Nbz7HGRSEnuH4W3JGsjnJPxcE9dRaRdT1kEBjwCXJqsylS41SU4uthU3qNtEEZzjI2FtyarECuLSfSiGs3x0ZZXz6mcyY22w5V9ml1s8KFXCxiFqSz6IUiuw7k8TIa3BIk0p0Fkzj6eCIjFRg6RllQjP4DTXE6cZMfpJl0T0QxtO83IPryoUqnhct3kkGlEChx9WGStUeCqA4/NC74VYeXgdfBwiLQuoJ7jFPekV5xYh6QT2PfprfD0rin0yOTwRhp9kXPkISe9YU6KWLST1Q9nwztON9Tx7lb4un4XT2RPMOViZCTkhOly+TMruHnQVe5KN6XzfdnEOO476Z2P/rZqPfI1lGjamo9mIB5uBSAlDcTn0Bw2j2VKiHfTM1frcbgh3qk4SAzZqMe+8wTv2InYVK7JCh0Zjiz5/QafT5SUsGqDd7cXggNRtveOi+BzBxAxvooMAzERNiZGB76RCXcGJ44EMrnZ6fCu28DpdgLkW5ucO4UZwI40eL8ERgif0Vytx25IO6u9XvIfnRghkVv2+1FlyHd445efMGeV1+adbbrc8LLDwkGPPHecXpqsOm2WyReOudZrir1+wldf+mL0/SqEXbnVq7EbOhSjvp8N7LRy+nXHiRsNe16pB1QA9wyl487mi1upwpdbGV03uIt0qHuhc67B+2Ui9LB/vZT9MHO879lRfFnylQZzUTaHtJmSVUMF1zEkZczpyh2PEdFKqt3rLbjSgUuNo7ryYJ5gDfuZo+hixtQ9ijPVdiLn5bxb6Foc+t9RucVhF07vTSgLOTBO6jy0XWqQxWKJL4Uuh5b35jfvZHpyTqbsEgvOBkOcbtsnZLZ3+WMHKgOLfFYM2Oem6Yatljd4n6s5oWOGluFct0TI3qDBt1yH+YHF3qXGx3XRDiclDB3yZbg5ueB9Tz3h0DnXmmy1aiP7NxNM0P5YkUwBKEZA1fWmghLVNHKxHvB4O0H1nJd8l3LSTxyJlOT+EXgLsjZxVZgQmRk2S56wTkB65w/4wCVDZH74xS1r+3FOhKDhGuBkkv8bdPq9QVmFWFlMohfzLYvDfXEStxtywnxTEqG8jgFp6l4D+qWfn1cqi5KPKXZDXF0asdHxpsuthD2n/X21y+HmvUsU7IeMCHuo5zhfsiMBbTLhdrTDBDzOO/+psvssBbg0ITR9e4OhmWVuoHEFzG8sQz3IxWQj6NR5OmLYYbPkvNPFYlGkNnYa7PW8DstYwmkPJtQj08Afrj82QjaauQyLjQHbORMGE/bFbAqDP6J/4STP8fByRo7DwZUN6qV+nY/rIORrn6GT4lVjzo5o6or57ncyuc2qTlVvVThhJxXkJsvdOGyVYU5x3uTPBswNIF/2KB0ReVWMIMK136nj5ApD+Km8oWX4HPU8NgZebo+RMIVDZuFA3W0vsXpwJ0qv33VY2OzBre2tCU/rm4b42+3LJV8LB+y2ck4avdvOBfmEqWZ2GssqTXfjmghltg4uOG2awiFg3kNlg7ncJY9hOvIFYUdzBB1CGdf2V8fCdjypDvlnh4nRKfC+B7DPwrE3wie/X+HziQ5lN4Lu3b5/bkXfD0qKe7ER6mQf9f3MIPndHE7d+g43G3HzIMtcAej705u9TsKVbo+tXJNvOZG+PhfGTRRwVPf5mIGVhjx0GyddLptlzr/O1OuyLwP3UGZcvSP7daU4oBcrSHvnzk0H9cipzvC2CNUKa7f1oG7faHFYa+FfXxLZABPqHq/ducH2YInHgVs4xqaKEKhSsaIdvHYqvqHr5MtlDE0j32q9fSfTTFLlNOi0YaUb9gtlp2oa1NgNOVBZOWg50Qz5zQKf75UvzUuud+pudEgRFjaV74sVMXGXEJ7ULAyXpTfVbPK13eaqHah3TL5lG5Sj+wew2mPCfPlk7asIi2QSm9EK0a49nyIoNtjbvHDSQ1A/PwNDh9WoORcSxpcM4z/reHjq9qfAG5K1cbl3xCKkfqI6hdwNpygJLYzSPBec67CVa/L51i57GgXFcB2Xk+k7ltVYvRgHsykWTPWdZcVJoeGEmKeyGISMiIh0jkTzfnjhTZeba1lsOcaEznnpAiqbMiIXoBz5jo0TwRNTqXTorJfEho0mn9sywsj5bDS+madk2gAAIABJREFUHZc4WlcOGQZ3sLyJ8EaEvRS5wbedFVFOkWfmZHJTwBus3db5Wjnj8OCE0wuCFVOTYmI9MiVGRK7YCI+oLZOvwrflAbu1QXBDP4CxOZlmhSkJcSOJY0FxMtvpPcqJ+E472sGjICwVw0P074lWrIY4csXcCMia5DCznVyBQz8PAfnLweWbK7LSPQvKVnmfheMcn2mw22KKdM3kME46vNu3I05PONfLbJWFQ4VukrRyhfdFiM74yC2DdF5w2YGlGmQ3mL9zDypeAzwbVM9cC3FQOjrmKavByc14XPv6CV8Lm3KtypIvdLyRS9ka725L4sAFsVZ7bJhR92PrjQHnpXBjadT3s4FM5S02RAW4nEhBjSf+j6maGqiktsG7Yp2rE42VMG4ieQj1eXnANjseB5KhSUUa0M9KJFOAWiVYKVQcWE2Rxh1lS5gAbb60YaXrf1dlVntlye8UQ62gRmgnxPi6J8zuFPOLE01E2docT1YCg8Q0HaeZsFfLbO0vA2kkEwD5FqwBVxfMOM9c5zzXYb474FCeFg2bJa6T3p5dYqHYCD3pf23wnur7jK+24ALY3rjkuhNzn2186RpH6+K0L2oTF7ppz9bYbYlw74XNmDhSSRL7PvHT/RXgDcmag9iNQFyOc5bVgy5zZX8pb5Ob4wJ5edI0XypxCgkqepncaJeCJ+ayEy97ThdSWf2u8Bpk0bzka2SqHA7/QbKqc4oRkmkrxJ2CiHubk+joJQkRrSMiNPLZGpW7EsZA5+ZYcI3s1srkKfFxp0n+LPj7QzMLly7h6WJjwGEv63x/c3zLu7MW+UttZF9eDex0OIfsWRqb5ZYoI2yKKq1ep40SlRYW9v7ieiROvuPL1LucblFhS2NwMs0SESmwAQLekVyR3vntOplNbkpe8mPBLyMjmuL65lSRm5I4NtiwcFJXu4odLA5Q8s0SH+vrnCYq8uA94Vex2Bhxq3SSUIu3Q2x9NNQ1Ph2fYJT9MpJlKzLFzg+RRrxYmSLf3F+Yodwir5U4v5BO1FH7CofQ3fJGsyZCh08ZQQafv+xA5Uw4MDsVGTWTJb8cdGhMimBUqXJ4MQ45uLpmynlkaBk6km9sr1fj0dkfhOuBUELsMOdvgJMJz++G4fGuLw7/JYyLNg/tti9CWGer7N6/elDg9NIkjz+6Ltn9AmW2Yit6jfp+Gih8bGd21LhK/H87kjvI0WNn0skudYp7j8udFoz2EbDXhWFT/dQ/T4MyIaJ+wvokD3tpck3QKe3lM/Lz+SnyrVSXExxgvsCIA8ljleCgIAqCk6/Ah6R6YCLdk2X1rMsc5SDdR2s09UPYOlgB5jcAlvm202TYE4deb97JNKtUuSfx8Jv3fCsWeJ+TDia9yXWnLwgME0Gc3p82l6YuXT4tN8ko5D2n3S68kRxLwH3gvlACwBGLVaDcogOda2dxBagET/GyNd5jh1iOfLSQ34aPdahYT5GeIIh+ycKwqfGpDttWa4wxm/T+tyNrHoTKiQhzj4W9qVdO4leqVThouSdNFbiqj1L2d1yXOsyf9UR1m47tGEiCty6rTwT1RNDxKegYtxXej2mA/1XJ4qj0JUnkuRJFDunhdbtlbTBgbedESb8VJ38felnm2OSx1GQYoaMfT0pctfusdF0+mnzrTKQG4VaxUivS+B6GxxNRufDQsqvSKf3WT7gqHIiqpRvLHqLfp0Ci1MgkkS0e50VIqIJvDJOly02nR6atEBnnVLCRlI/Jg3KLwwg/Qb5lcThJmxNCNaoXGw0W6nXodmFdOgDj7JWAAxn8aVs2X4nXnpEcasvqfbKKnLo5k87lhYMpvaz6idwcBmVtrtajcpeho6a9RmKKdLlsjQ+FEqcqB4ypc75zDAfBdNm5covt+xIfNX3iwjDD5o6yKZ4E3lLgNuaXoVPvs9JN0u4G21ZI+fZqaHqFDxW2rQ2MUoaPhS6HrSyGtiNtEoG52gFkNIyZRwLZEUAyUsRsclpqsp3E0RTiyM23LA435SGzjEyJixb2prGGISknU4754i2fmzr5Wlk6cou8c6g+dIzbhlt9y2n7RHB/Oc+0z8LxDp8osO3Rswnv92EU/YX3+4iow4Rw5S5k/pZbHA6WOc3VnaIDofpO16QeO4OdjKgkB6wc+NJQnejXNp+b++FVEf2YQs/lW2fclDIc0WDPOajKstqT6WmdCvOFDEfHImXdeS7FEepG44q0zqN1FL0v3v3HdZn+3q9zrdfIX4STf0OQVuad/D1RkbWXcJ5OoXuyrtyNW2ArOO9Mbkq2c26Jhf4Fj2xM52T6+c9/5P/8xf7XX/jjvwK//Uf+eev3ib6fFZ6ckykGruGREfmTTnnVtswbrrFdKfExlwFkKdZKUaYNHPAoJ9qRtsThJtAWJ0XbCAGka7HVOgNtx00bKxZZLByw3QqWJP2u0L+LrIiB2eSTnBBBQ+bYt7iGL3ajF6doPN4B1afZtOcPCnyyDfZilcrAVnj+VBf7ZMarwKa5P/8WZS2yqleRtcibfCdvliWi5y42JeGdW1b1cHDJaUZWsPLrXvOeb/1bp5y0UxI0YdffrqzGy9L8SL2YdbkXgKOQMOfV3hk3WokjH/H3q5VDeCFZTJoC5yLASWQbStka24MNhbfF5Ea5zCvfgv/jKKOFGlDz+73Qw4P8wYB8OVmqTWTlQrPJ6fEye/ZpbrbGBzIcaU9XgTS+GtLLYlo9Mr9cnLIHk0cyPTWiy7T7Ocv8G4GQeaWW3a6DpwCEv/x64tSekEpuzlcnAeeHcIgoUUy2Y7jYYHuE6IcfzAWfc5TD8Mu6Fp9WFIGklUjzrR7zTY3TjFs0Yu3gTNAjOMT4gsPssFdjrnbGWinHUQbB/wYc2Q47VMc5njFRZUN1ho8H0+EP9MvOt4ZwkBua2JDGFmFR0g+FrjElL2vSTqkFJCRxvufWMlvdC44yJe/4q9FEbR+Zu+87VSYcahHznm/FZTdCMrvBO06ibfdIBNNKx01Fnw5ZVnuq/SvSMFezeA5fvmQ68v0p88YT3ZPlfQU+se8+f4L7V6rwpS3l2l8FD1VWw78XvzNg7qzLSm6dL+11dw7EvUJ/unOcs1zyHIpxsm0dn56TBwPDZomPfdk/axMjk+FUOufV1CxhK4pnii9SJJ3rtp7TY54pFFlWewMo5fioLSl2gslNSayfq9kaq2aT00zGreoYGtGqHhDonGdse8pLBH4l7ayoiNMwPrIjWZkvWcThFLrHN+6L8vpRvzc0VY5B9/dXueQry2wDXqoJyPzyyy+viRlmbPzmN7+ZiYPJ0KADr9aQfL2Iz2UWJGC58TzsSXgeQpShWoY1st0dkp2yxOA8A/ODiJS9FE+KsU7dVTmKlDuXNLXCekRotl0JMvr05mg9vKxzFCdTKqtvH69SFmcKcdL6WLA5BsLkOyP5DO3vxiXLdd9L3KbC4fSr1yOePaYa6SjOpWfmZHLhPWVPTCSvPP/UesRJ05mwfPJUnEzgdXJII32QgA/JRpgsKOWoJ3Ouj4oIiCP+do38MFn2kNQqDiLnGXzvcyXMoVxssNdb4tp+b3E2lX98wq7VdYzQaKsQ6E1uckvMDcrRhP0j2xjBwfPE8DgeY/XoKF3mfj93os7dMAej15nnjYoIq3ZXVBwP3s8970uZ38jnituse0jhwy8ZG369lcg5FJFePnvH0myry70VJCuSNE3kk+JgyPp+E/DMAY8OCpvvYY527+FbpdKhozrI4+gJRunDE3h3W5dzLqw/wWcLg/u80ZGbwejUEDjPEn5teDTzLHRPWH+VDwLE30UWi4KyYdXjaLLTvHvkL72HOoeW9fadTL/73e9mE8lkwvkOfCmkjqa3CR1DH2H4xFZESfwznF7AbiojKSBA9J0MqaymSJFiWjyTHkmRIkWKFClSpBgTb97JNKtIphQpUqRIkSJFihQpUqRIkSJFihST429eugPTYlJOphQpUqRIkSJFihQpUqRIkSJFihSzw5t3Mr0U6XeKJBCkaKfNkCo6z9aOIFQbda+hZTjSxmaTS/EqMaG8mE1OMyVuxhYzkxutyTCsvZL7uaGN6lMqq98VdI2jKfWfoWU4ymQ4T4d7BjBF5U0JzzzSNY5KIXPYD13jKKNhRF+AkWCshqZPJiTh6LOM8yuSy2GzFNmO+I24dz0Kk6wDrowYWsaRiWGzqfRDtJtEB4vnc5/Bft74v0nWoHEwg3nwFBg5t0Jv+r7G2GODSDLgjDvX7HkX3oa8fkSf1f4G9NBIiPcyybyf6VzXNd9z+uVgVnuPcTDj33zONSFFiifCxNXlXgtesrpcimRYiCqZPYN2DC1D53YUCW6VD7UB55lcZBWmla7FIToGb6jU+18tosgyfaj7K3EoCCEHNE7qLMgqM7EkvIF7s6zuw2lGC5LNFpYUuSzybmPUXEhl9buAQkz5ECqHCapPmU0+t8epNvL9ITEZth9h5J/mJZ9yYo5vlU2Gt0q59nKLw5ww6hdiiHONC0HwH6i+pKLYYK/sL1Xt11deks/hZYeFRoP5CR51LLwquTQxOoKcNp8zAU9pNYw2UF1m3v/VmEhuf3gJaOdA6G+zyWm9zkP9Trwb855vFFnbzDEkQRWt4rJ3XEcSdXcCH7+2eTAthqapVLFU+7s50Zr2PYwxCD3wUKywLSuVuVWsXJL/UZyxK5sJBq247BCFj0/6XGQ+N8blwGznus65rFZ75LP9hRyY3JTW+UKVNS4xqEXK1ETzKpZMW7Hx4sipFXjJzoPVHh+UarArXYv39xEVM8cexxQpnh5v3smUOpheGgk2/P6S2TYilHVk2WG1nWKDtUKdq3aRte4SjyZKaUWUCjP78gO73LANnfPSPe89v5+wwkqKF4bX+JoJzCaf6bIr12i7ZLmnOpxdySVsIc/W+FAtiRPSkZVAdQzK5NUKMamsfidw9WGwUo5aAW1/hEEtS/ZCvLPUg6Rl098O7Hlow9AydPAb08kq2g0vO+A4RgY89gvuHARRorl7x3lUAz4dEShvrGscXWyGGPpu+eTHA4utnCgWoJaRv+5UeN+r8dhsMiw/RZW7VyiX5iVf+7DSrXnHAUC/4AuwslnzrutPijJb1oD3JjwO3GiE4WCJd90uu2Uxro4joPx8hOqvah6MhWj7ML5k+VPh9Y4x6FzXC1QG8ClT8lV8NBnS4P0Y7yvegdKnY49Je52jgCzNGLOY62FOm36djxlFCXn2Gm2u6kBdfB9ZuS7swDGqcqyucXQc08dg42OuyYrtp2scrSOdnsIxOZ8D7gnsnUQFsnH6lSLF8+DNO5nSSKaXRsiGP8qDn9DTPlfrcVjzNOgrGSwNl/YIBS5PxW7kP4e6jnGxzpXStS/OAlVksXHAbi09CXhzSHhiFG3Umtzs3PGhJ4ROODlhbXAGtwXH8DFOOrw760UanflWT7nftaqP1K61M1wVq6wU7plvKZvJVFbfOEJOIDuXDGv2GIeV6Y2Godmbfr/M/nWWZJ4aZpNP9T4PSMdIscgifb5kwvRG2ymd7BryUTpCcUAfL7PXi5uTVVEJTr+D5Q3nU0M7Zl7qlbkNONX0MatVxuE1yqXX8eCe1Nt9MLk5FuPyJeyASrUjkuj+qEMuvM8Rfri1zkfZ/BWw0h0w3+lDv+/d3IJHXrwbfHltsUGlgtjUx3a5yLv4J5ocU8+DcZFl9azLnHqoomscrd8ynwvKJrTlu1Fsu7+SMR42j6HbI5+FvLUk0tK6A+aP3bly1Xb74zpNfI48+S5WuuFRT8NmiY+dSvyYjnrnuQxXYZ8HbPwZznWYUBalbhrrnvHa9jhRcxmuqFLp2pc0Oc1Jx7wfMXsi46IN1a6YA4M7HuDp9EKKFE+FX375xZrk7/b2/1r/93//L+tf/uUn61/+923INf/X+l//8pP1008/WT/99C/W/wq9Zvq/h4cHy7Kssf8bwMCy/oBl/VT1fd6tWj+B9VO1az02itZPYP2hMQhv4yXw1P0bo337e/t6y+pafwLrT13L+X/7e/FZxG9N+ldVGh00rD9Uu5ZlDazrYtW6k/1zf7dr/anYsB6Vvnv69IreaxzuqhP2S3nXU93/Gt5Pt2r9pIxlyAWKHPoxsO6qVet6YFl31aJ1PVDlwpUdV578tw/caxu+7333iPbDuvB9yOrEsujcr+gPihHjNXn/JkaC9u+qWD8hZUXc5NF3P8EIGbUxsK6LcfNSfJ/4+QYN6w8BXVm17vz9KzYi7rGfSb1ezpOo+y3fWhBy3ajvo3BX9el5p28RcysK3epYMuLM3UHXuus2rD+oY2nrH/u9hekJZQ575m+3GpTzbtUnS5PjdcqluNbz3IOG9Qc5hkI2QsZTvt9xZX9sXRAyZ5w2FF0gP7D+NMom8uluv3z4r0mCl5oHk0FZRy17Lnk/s/viPtPAekwkSt/JGNs2gKoPulXrD41u8D1ZUbZEyLxK0N9QRNpU0TIWLpMznOuePrn6KPrPfm/RuknoxzH/ot5dt+p9lhA9nnSui36FtxXWhl/m7PU1sQ01EnLdGLE+vyTGeeZpbdWnQKT9O+1e7QVgy69lWdbEkUw//PAjP/z+R378Ac5/DX7/7+f/Bv9zm3/+8Qf49Vf+/eqKP/+wxT/9OOkvhmNWkUzGCTxUCXr+c8ssAiznmFsqAP2ZcQzNBE/dv9j2g158f36xCzsMVN7jnFooJ1b+9AMfhhPnkE+AF32vAjcljblefKhtvmVFfh97v3zXw2aJT0/U/6kwbvv+sOkQrER8Prxtc5VrixPMnRPyvZZyUnbL8P+z9+6urWxp/vdHA52fGXwJOjnvjGSQL3B+w0QS9uaYTiQnxhilThqVYQdS4kzgMThzogpMW6ITpWK3cGJVMrjZW0hR03Ng2y6w6vScoBPbonv/B3qDVfe7Lt6296kvHLq3S7Vq1apnPeu5P5oexbS6zkmqKMYyvKPpIZ/M+kk52ClERgPMHa/kW4TRYiQ0mY8367wfB0eKzTq/qRFjfHc6ixM5trslbotVzvOEemKdkSJKcG2ugTtVKSCqM13hcGxF33xa6Zte/ex4zJ6eAvpuvU1PqwjaTVc4HK+4UjRFmsli3rY/gu5HRKO+J88HWtZ5oP82zvXnxuj+Jj6NaDIfmwMejChE4J2+Bmbakh7BdDiu6AWMi85oH+2eR70+m70RgIiEaLq+cY7t+jrtVD5WdFEYXi1dBuDpLM91c8ByfTg7H9W9/zgit8LgTCks3WXEtz265yKT4aRdZgNXdId2zyPzqzv5tTHRPpgaaTb7u3TyMov9FdSbElvpNAu1VVG42vfx6Xhpkt/EN1boHMB+vwBkWMyn6DBmr9DgsKDRM8o3mWn1EUWZzHl7I2iW60MOV9bNfwse9DJp1hPv9UKDY5fYHxidrqeaCUSUV5hTupx62QRyoa8QBetMML6JLdpPj2oagb+8W7b+r3G+fpppNnYU2Bt3IX8/txHnjUneeSZZ9TkQJv/Oqqu9ALKNMds3eeAZ0+V+2LMqivDdd3z/7/DPZ3jO10qVsw4Yq+idYfRYLpeh2RTMPFemZFfsFZnOaZXPA3HvRr3GXqWAGaaeE4fa54EIr/xYbPJgH0NT6BwU9fthuVxnv+E9TP3mZ0cvL0KB3/djFDGM+f6QZrNW5vb+SDBjTRYHtVvXd4XBbnTHnsMiHPaaEVPk8a+vTl1QNWpdZ4Xv+HbhwBbG7nh3WzizJ9c8zv1ReNV050KEcTIclgCiSnlGrb7t8BnyBHClsamnwm2uwMnlrm0dDeOpqJvkqTcwKd4arUIoLcbhkfa0g3ODXnN1jvtGzqxGTzrguimIcTlX513fW8zzZWnRJ/XDCO2370eXcOheLz+jgHPfzjddbnTVZqnWJ8sdF1cam+aYBbLrp3xSKjaec8Zt6cghrAffb4fYG3v9Cod9v1n4XQ+r9ReQiuJO4QhMrdBQ2/BIyqaIhNxnM9QZNdqy+jdd8jvLCg2Ou3Bxr0FBrId6VuWhaaXOLufyfF7vcjwOZsiblcBLE+D10qVvesxqne16i82dKy5SbVddGoG4yr5Q+oBBlQ/yTsS8DHozlDuNXh7gnpH+/QWfyrFRhs8394wosDC844Eca5H8VqEjwdYqAalU7tQs+zxeyT6YCQX2WvdcpIpQH4oxCzuQz9NrTW9I/Sa+sZZhq1/Q1zlNtlRnIYgt6Gn18Tvw2dLS7Cljgzue9ILby/WjZ1e4n2uv+45rohx4Ze5QJF2GGXCdSXFbH3K4Ylx072GDDrwpytnGkPdHdgOrrUaTJnORKoozZxxzXvcyF8XqhLqpMW27DpBjo1tzDR4llwVf7+VTXA+EM+W2asmF263G7M6F0HcOllXtcqgwxp5ZKaOGPBpTL5oE0fJvMAz52jiLjbHEuw3namOYFl+nJtOXn7j+27+zvRf900nx7DWZ0issmUqF8GgbDMCwnJ63oTQck00LIfSjrJE1iLeww1amwp5R10VK0VHG7BUK7A3rPGbaLA7HvL+SOC+KcTjLoyqQLUDv7JKtvq0IsKbQkWT2GpXI+c0FUeMXGlYhVJswboeVBy8OVWIXN7Ux57LlLXaMGSkIDXm6maIL10uuq76OU0cixbk/Aq+e7pih444PzYzkPOpu39yngB59UOMdV4zQ6zBc3rB9FGbQ8ioFnppM+v/1Gv3eIK1CKC3G4ZHZxpjjIxHFcuhzsPbyB9DqW0qupuhecf0bvvT7A6pUNOtgOBXvlMW/7N5SQ8GvZrjgpeoraajtdbb6AEcsnTqjAbJHJT6eKaAXw1Uvb1g7Sse+H2wdzHJ1/I7/4Ov+3udZCh5b077idr3GYSNDTx6yaQrWCp3UJdmA88TJI3bYH67wNNSNOOUu71dPbfVeypTGwUYaEVVWQFUUsoUCqiRBwxD6RJFXP6VrUrxmunRGeunvvFPRFWKhJDxkUjxN41jSO+BtGDVtqgf0dsLWM83COjBo0nbUJ3Ia3za6ffYyMo+ZNqpWYeGyCZR9mo7YI0gGnKdgo647LVxrHl4j5/Xtg6mR3mEtV7XVxkmzWVvn5ECe7lnfyjdOp1lwG4P1YtUb3aHldBo6a7nFgzB6GDLHcgk9MvdO5w1lSl/h7Jn/XnfvC3fd1gkQWD8roLFBru76g97trlxmo3nDYrfEbfGAXt2IGLPmGlkPS+/86Fu/ScdDoGHNG5H2uXo3hW6qv9PBJdnWWL+uoUoHtCmZ53SUXBZ2fbM/hnyK27sS+8Oxvrc0enkJdUqdJd47B8uq2caY96v26GrdWXS5a9ZIjNSLpkCU/BsGd/RWtjHmeFfi4h5gTjaGGfH8RqYvP/Hn63/yn3s/8t0zDD+XVDkJ2k3Y6Po9ocCe6W2scOhjQd6oNcwIhuzuOh/tEYXaFZ8OqpaVMAdLu7bruZI4FFcQXoo0jFZ1T4Umc9tsct10c8Ay2YahjEbPD2Czz5TduOKN7w/Lu3lsE7ipRBGv68DN1Xm/e2mmKmH/ewtUBTaDDhafNIV4mOW9X8P4M+AN0V1gx5AAiEPe/he7UcjdKrbN0m6fLJd0FNjLyHy8MdoLB8Em/Giii5RxQDk61fnhG6bVUB4ZBk0WipB9zdIiykY107NenhYdRgRH0VSfgsqmgvKcaQq6ohg2vnLG7fquviZpsuttZ+RSusLaTZ6eVmATQfuO7xB1PzaPWkCYfdT154B61mbtyIhMPKOjFHQvoFBSvOvlxyN0h8mZJNIOFYmL+5bznAuCpglFFHTeUmDvaJULSSHbKIjosO7sBiZ4jXQZBwYP1eWAU5mtQkWPKIFo96BCJ1PlIVcX3cEydW4zVa4zEgsh72WtlSsqSy9Uba2XMJZcn0ls+EWCpCu8K1f5uDpknwOHUqlKuiDoKaxsi3L5Sq3IJ98Hs2EkH/BUG7J2ajMGZVbZKO1MYcz61r6xs6Osldqs0QtIz4pEgNMXDaDJ5yZsdEP2eVgJgsDC3xNPcuK9HupcDDDAhEbxz5Qup9HL68a6xi5q8wYyFTNt2neNwhD0zUK7gwZjozulbqpc8lg6sjld02SPSiwb6exRchlx5LYca0f2joJpsqUbPunGj2kR+s4RWKi0WMqfMaqIdPje6Q1rLf0AjaUXvULMbGOYFoKwntXI9OWnP3P9z/+P7b0fnsXABPOJZMo2YBu4vmTOLVUVOpk2i90hx3rY/EieIE82vcJSrj6xdfNrwr9bhwueOg0W7AzTcXgY0SaKxEmxynkxmLn6CuPpCocN0bFjadc3R0NAk+lc7bAV/ga/LrwBuvMgtBtKWOekNJu1LguFgouhavRO18nqURqL+TwXENpdzrxPuiLbqMBVO5z2zCkktPpNwE6DuuCqSinamRTXOj978tRccMKXn/oJzkE8NURBfbobCEFDh3rZ5KHZdHlxFfYK1v2btXUurjSyiLQ4O+LcL1BgL7TrWtR1AxqjG1guzZALqsl8xCb8FhpkpTydS3hcHVpRuQ74dMgy0IhO0/V803KXErC4A7DK44HMqL/CUvMStZFh1Db4zpzwyukyGE7FOx5s3fJaRqRjhcPuHSfFJu3UTWSdK1F/Ksd2K404B0SXp02bMrTZEkaNoEgQo+bHSLb/1U2/3rWO14r8pfbBDFAkESFQSDO6h/Mzhc1GAdIV9iYWM77Nb2w6oZD5RMujizjrZ627omltjllbdzlRP83lsK3pdaxydbbCvrNvlsCE0XKxMdle9+oCQZFM+t99MY99dMXtIMf2UNRP8ktjHMl5Thy80542GaOrpytqTkT/xusGGowZddNvFmm2dEPXHpLTUPYW9aIofIV3eiYj0xd++vM1//zXbfZ+FOalLz91+N9nKPw9r1S5uYYFG9Duecyts5XRN7Ei86k9AHdqayCE5fdCXpm5Xfms9UiCsFDpcxxIn8L6/lSLF8IaWKQ0IiXO007ahMKndklP5wAoeS3k6QpbGCGs0XP0PhvOq1AaP4clWxSpVQF8AAAgAElEQVSdJg0jWeJDFfbHjQm+37T3v36680WIUBQKw8BkO8w3ymWoNawojRJcV9d5F3qo3/Ep39bbkWv0JlIW3zqtPhPs0TTG2muKXjx2sqGenRZ9aoMZ4csnRcsrHOaJDOenEL/2TYbF3A0fZYVspaCnluRYOzKuK6g3dd6P7ftFo5c/Q8VmcC0csXR6wAfW2XfQXMz7XYhK4Q27PpIPbIrhNNDoHdzxziVQLa5Cuzpgoxsybtp6p0kbUHi/qUYvbyiJKywNLnlih8XyKosMGZX8a6QEetej8Kro0oK3noq3rbsXwfXmLCeVjwJWaHA8XOUiUxXpQ0EyhSLRbubYHrbgIMWJrhtu1FxpaabS1+SjfGSlY4RBu+J2AEu12bTzF90HTEGHmqynnIjfL+yUWG7r9Y4mnPm3/I2zjRa9fIoT6rzvm5otm/2GmE+7xOJ6ipPTOu/tzUlsRmQrYkekxJ4UsclFYo+eF2E5l+NhUOWTUiF76VP826fI9iyY916fC5SzGfcRIZFHFqJ5pz8chn09a+ODnkadvcpzbkSTTVM7LUo3LeyydHqGumNEBWmoZ20eKInrkXJZHLltwO2ZTNaMZhLp95bM7CqX8hWiOwEWKjXIy/SwRTEB8fSil5nzo17/caTIfCg2oX4UfRPwvO8kiuBPbWT65c9/5H9+Nv71M3/8C/Bv/8Xv936AL7/wt5//wT/4wM9/se75j99N+7RgPHtNphBYTCAlLOgYzL6p1zOosF8SzABEQa13pRztYp7FYY0n/RA7kVY43gWaRS5Wh+wjmDLdMXuNFkgHVqpYLsfyeo39xuQH9JvF4I4nAhRDTeaDLvC7rfqqdKor/AILAd1Hpj0EAJ7ugPLzKO3Z2jofzIOkTGloCBbuYq6G99gpKMxyf/Yt0l1geHeO7cCbbGuRq/N+PBbRc5e7upAlrj/WhxwPr7hIpVD9Qq+1ex4HN2YdFVUS+ehx6eLt0mo4LS1G8si0VR8GOPFJJ9jst+hJeU5cBSRfLR0C0Z03nxtpNvv2PZxjo9sSPNJmTP2cauvKmu07OiIB0myV4ANH1nrHuH+jDJ+bA7x1LcqUsJ+d/tftsAvbG93xlN5bzawRYdG/bW+P06iSUMo8qRUuT/JyfRgjLU5jpNkLuFrP3+SKW1bZBxypmI0KKAoLATSyuDpb5yJrHi9Jlxb86rSEQY1TGydM4UpXOBzv6O9vnBU+yvVYp7kB+vVd1FSKi3qdpWrVkS4p+Jug4fDGGhq9AyO9C2fj3Zh48X2gYyI6VCROTld5b49UTO+wVtKLf6PptUFCXuZX843TbPaHkM9wLq3YlDmNXl7IB5vpCpuazEUqxYNxRvo2PrHXLFLopAwjj7MQuNHl+bmLf89lr08Ep1zi7Sxs1FHy6g3R83LXZAqDu/6XHyz69ESM2mlds0LmTDlQ8XcUzKab9tlMF9hrQecgRdtW+HujWeQkD8f9SqRcFi235VjbXeHTQUqk7OXKlFq2faoNWWh12cgU+dwsctIMj96KfudhLL0JCmyVTjm/q3HselakXjThnIEI+TdaV1vYqbF0YNS2LFOql2lXM1wgeNnMNoYp3kmVRGH3TSD197///TVVg5kYv/nNb+ZiYFIlaENIu98Ek8AtEE2dhujThtUDH6FDlVKouyHP1dtl78+orHZSsDgMSNlL8KyYyKNqp6NAa7wueK13KVEMSB8xukIGe0lPik1fmg+qyZTQ6jeAgHTN+Svw8+0u95rh8eQG0n9UCod1feHMXs/DLzXMpZwEnF2euiCewt85lnMivXbTYWjS03QMb3RoqrlNmJu2GPirpMv4Ec5Opcst3M7iNbYZ/dJ+z7LRhkMG8ROwbelb5jWn86JUatO2R1uHpXf7FY1+LftgjkXpDdjfz0uXv45v7Jy2zMUZrN1UdeXTbz7ed/OD9b7+iqHRTS9+6tWk6XLz2utx5hW38Le7y6AXTtnSbpgPq1fnWhtF4qTIhPXtRIfCPT/aiNp7msYonX7lzjcLvXw+kn4NxG/09HrwFucchWne6c0bmX7729/OJ5JJg84BfF5PDE1vHwqqUggvHjcPhqzAxSUcJvSSADyFvuMhodUECRIkSJAgQYIE3z7s0Tvk6hx/S3WOEjjw5o1M84pkSpAgQYIECRIkSJAgQYIECRIkSDA9/uWlJzArpq3JlCBBggQJEiRIkCBBggQJEiRIkGB+ePNGppcq+p3AgipJ3tadenHCC1mbclRRrHC6+0Vnjah7VSnFiTRFBc4ErxBT0osmc5HK05uYzDR6kszIb7y89XdVippTQqu/BqhSipNUis4sn1DnqZ4xFImTlA8P9g4gOg4F/VaROJlqL8wCTXTA1OGgc0XiJO+zx9yIfH8FNca6jzTXiwet9xwwkvPOOU+99uKbzoOuzLX2fe8I2kGhE8mfFDpTvaPg7XP5DnOl8Wnmpa+jvlaqopi8QfwnoSpSTF4vnm/em5cZKZJtrFS8/fNSmFlG1BGXT4BrrcV/4vkGfQf8F/E9pj6fI3mMk15iQ6eDmdf21WMO50cE3DTTkSRO8nnBM200JHi68TcvjxnJeZ/5xJP/9BcKl3En4m0R9D4VD0n4EZDwIxem7i73WvCS3eUSCGQbu3RcXbdGV23R/WLG4qJLK977VSlF+yaq8FiZd5UhnVTG1TrVwkZ3zDEKKm+opfuvFt6uSL6ourtV2eBTbFM9q7Kkd+rxFPMNvTfN5hFcpCTeuQs7rq84O2jsRO2BhFa/aWgyH5uiqO3UDRAQPBWfMdRLUWg+mi6GPA1snYSMYrf2Io65kt6yOBih+yQMfsVutSs+ZMQe3CtojG5ybLf03xQaHGeE0LMUUtDV8f5BxXZzdd4X7OeFHz9xFpsdXbVZqtdZnOJVY6G86/xm9rX3bXjhVww3zWa/K4w3wxYchPNIv0Lmo6s2D+TYbtnXp+yqE+eiHQ8K7O1KnKQuwwvdBtKXu4uODzxt0M1BJywSPBAt7j1/DyvqG4Rp2qzn2D4Si5vlks7u2FYHVBQP3u4eMSKgo66OkXzJ4nBsdUDSZC7Odn06jbkRY61NTLMmcaB3YgPPmR1alD6kmLa7s2xgwxmTD+nF6m2X/J6tSilCe6Hp/B2KnHimFmf9XDSkSJwUbxw0vbyaCbwWyI/LXfa5QqXyqmSG13Z+RCHbsO9PUXB9u9YiW7DqZI7kPB9ohXYdfbobsFHrO/e0dsXtoMy7flzmFSVPrk/UkS+yAYQicXIab6yEHzmR8CM4Ho/fvpEpMTC9BhTYqpdRTcLUUNsDGPgRuf/G8bTuNGAXLHN1tterXDdzbHdXeNLwaWd8x7vxkTmvvfGYPfMHCp38PVsO41ThVR3ACYJgb8k7J2gyH+lyqDN+Q5hwdIEzOrv5FfNOV3hXzgtPWmRDJQWVgkuJTGj120ew8BKMoK5HYLWwNX63i3pTZytOQXflUnRHMoTU4R0PwEZtss4nTqHbEHrcCkC8LkROw9mQp8G60wiRrnDYvaMTNIBrD3vaeSsSJ5e7Pp2crHbhT7UxexlRtN+aq8KndomtfoUnWWZUmE93GOc55z0fz1NVYRBrgZcOXKKlrdtQtgvZdBoCeaRCJ3Xp02BAP6tz9XDjopt2/FA4Yjt3EI8fojHS0h6FaPJOtILOJkNcRSWm8uNrsNIR1YWn0HDy/MA9453Lcr3L2pUCFX3BhrB2FHfxYhjm9DPqOTCSD7gtDTm2KdeGoh6q9Lr3N4AicXF/pN83afezWaHRO7hjrV5mbadhPdM836dViMOMBc5rTn7s7rKmtyEPUYbn32kyHK/q/IgLg8ZWrnw7oj1RYj9sDTWZjzd19l2kO7pqs9TtT0cjAd+0nbL97dk6myX8CEj4kc819/5+80amJJLpdWCh0rCEW+XMtmF14TaCuBcqfY4dDQbch6XueW5GCIi6d7in/3OkKKiXRa5tfPezaWHOsVyvcViZSKpN8BoQ1h7YhmClRTDjd3pXC6H8wfawBTcW01TP2qy1+oGHdLbRt91vGUkdymMzxXWuzMb6PYsN24Gf0Oo3D1USkSVeOozZ8j1d4XBcwd/oCCgS7UHTRicG3HxSo3fadBgT1EtBaJ9dESJ2D9yzKiCazIfqgAfDcJbLscyAzym/fd00W4VbQnPQHrYZiE9Xed8P2zN6xI5yB6s75l9V6ZRFfd8v7MCFpEzYNdIfxjk3kvOc39UsxUqRODldtd5Nk6MHS6+wpEcGLaQLjDSNhbTtW7kN235QznT63EG1d/zBpqyUu5QQ/98ZAeRWDNJs9vtERZ3aeVp0BJKhzEzhwfaNBhNoe2jMby5uw7/f3KZXIEayzFOlYjMi3vFuHKRwWnMZyXk+rfRNfuKMDKk6DF6TG+2+AhRJp307rcp8ilLobL/1ftembnwvUxq3QNEgPQvfctLwct0/XE2VDnSjg0YvL6H2G2RR6BjG34DR3dE8D/q+2uga9NZ00ujA6VyYCh6Dgzdy4k1h5vNjAhQa7N/nOTkt8b5vTsDJ56rB5+bo6o61VsNm8Lthe1jjqTrgM94ITfu+9UR+ZVJc5+q87/s4VIpMxCcf4ji+cnWfPyb8yP7bhB8FY2oj05cvv/Dll//jr3/7Gf59n70fvnP/gl9++l/++pef+Qfwb//xX2z/+APuX82KuRmYNLjIwEMZhxXOVGbLXd6vnnJeHXx1y38onnt+YeNrCp2DIp8HOZZzA5ZqY/YKCp3TVfbjhn9GGQs8IfIuYvcLobXj/pQnMxzdqagJ5mi79yXXcgKoUoqPq1PMy7bWU73Xa1ufUIFBN1L6QkOVzqDVAClP76jGU7vE+3GFBTTT6COiJGocuh+vaYzSafFbechmpWAZSTUREWEopI6oqCi8QVqdmhbN+/O0m2YvWza6/XhCyIu/v4YqHZhzXy53XUYISyiYNU1OzOeSx9IRyHlOTOOEQudyl+PxLqpSEMYSTaZztcOeex10YwK0UbUKm1gpfOY7uQ0dzw3TgGbMUeLivhU7xdoQqLKagjq856O5h7HepQUfUimRuu05J4Y8sUoWGN3fWKnZioS622fPmEa6wmGcVLBJ0XRFMnmEeddZR461kOGezjKcu4/S0PNRNzwCny+HHBtRUG6vpyZzkbHG8hjIPNCjxKQrsnajepChFDCUFjdG8imfgY1u0LoX2BuHba64hqxJo6EmhFsRyaS4rddZkhSyu5eCVseNKfed3ztq9PJnLAQuTVDKoBtTGjQCYNBOiSInKffVKp9tCq9bIVUVBS6LEalWMeRD175bLvmNEx05rUop1N2xzifSbPZF2Yh2DJrzjeZpGimqPtEREfPwrIldbi53Od6NPdzbwYznRyyYsh4sVFpst894AhYUBbWQwS8qUpXyjHbcBosjnU40eqdQGvdZlPM8dccce5xPB2CzIVi0Mv+omHmmy1lI+JGFXzc/mild7rvvvue7H77n+++g88V7/ctP1/yV/2Tv9z8C8MtPHa5/+t7HGDUb5hXJpJ75GJgAMqssA6xmWFhZBwa+dYJeDM89v7Dx0xm2WmP20hYDGcn3ZCdRUvzCDW0wI0SijEnzwEuupY5eXmKhH67IZBvB9VdC79fXWoSBPs/8Z8Kk4w+qnrxnNzYC/j66aXKdabLRHbJ4cEa2bxfwbxhpehTT6jonurHKPGTSQz6Z9ZNysFP4SqGwNrySbxFGi5HQZD7erPN+HBwpNuv8pkbE+CP5AHXVqsEwkvN0lILNm2ePYFKC620N3J5E/4gN9fKGtaM0XMHGbkF/5j3ZhohyUot6TbzMDltuoVGTuTAM+bkS2bRCJ1XlgTKl1+IswWXoiYIm87E54MGIEgTe6XvYTL/QI5gOxxW9KGrRKShq9zzq9dPshfqFgNR0fa8c2/V12qn8hPV/QmA/03yF+Yh0ORcWV51GWo9h2oWRfGB5RleDCwupZ7px5OaeEQWe7lwhSi4DiqG4BNas83tGRJ0Wd7SdB88sHwSm80NAupxrH5sKsa5E6ik3qpTiRPeF+J5lE0VeCMP2Uy1OtMDXT08xHBLHjTSqFBLVoDtq3Ne89atiQNO8ta1CaqCERXY456vArnP+I/mUz7kyGzS5PlPYDKFHQ4kTNKIxutHrncWM0LbTl0NB1O/3rK1yGWPMt42Jzg8XAp1lDlkPKJfZSOk1ccp1to2/26KInBDp8p8HlsFioztmU5Pp0JrB+RScyuuJ0vTlITHLTxQaLiPYJEj4kXesXxk/4hnT5b77YS8kzHh++FqpchbzsopiGYLHcrkMzaYQsnJlSnYlX5HpnFb5PBD3btRr7FV0L3SqaBLB50GZUhc+Fps82Mcwo4XEcMvlOvsNr9DhNz87enm4Bt73w4tJTvL+4K2psFAJF4hGcp7zdimG4GRFAkwVYrm+OnXB1qi1nBW+49sFddsh4Xj3sEikOPdH4VXTmgsRxslwWAesKuUZtexhpEOeAK40NvVUuM0VOLncta2jESosPPNRhZIj8dZoFUJpMQ5ftCuV5wa95uoc9w3PpEZPOuDaiBTK1XnX9xYwfVFadAm0j/caFMTf3ActuPdizHQ5EClxzYFIuwQww+vLlCoIYwk51jJAOu18T5MvCCPJdRue5Esec7BRmzQqJywNyr/+nkcBD1SaNdQ2PGIp3YTdZ/NiG9GCWf1dlzzeYQS/6MKF7RupZ1UemlZq63Iuz+f1LschkTGblcBLkyMykmlyuI0xG92AHyqS7ryps31T1QVbp+JiKSs67VTveDIE0JJtM7gNKIYXP11hv57nXFIiDUDe/WLQml+kgF0gjkJcD3nOUhiD4DFkBUQWTKAMme9t1g7LmEao7FWeTyuTRhW6C7a/HgQ7JNylEQJg1q+KUSvL+FZufhiB5fqQfQ44r66bClcvn+GaOluOuRXMdTbPu3qd7XVYOBqzN5RM55R1Plp1yLJHdZabVVSlQbYgiuov1dL+NeVchXWDodApGinQ+ekiXgL1FejlU1wPBC+4rVrn+nZL1H6Juv6qzg8XgmnTljJrGBu6qyxmKnpKkrXPjaYIzu6bNmOOXqtnrwCqDFuVdEDdnxjFu7UMW6GpvH73BKcPx8ekacsJPwJ+tfwICs9dk+kLP3U+8Jd/wL/9x+/Y+3HeyXJfoSZTeoUlU8EQ3m2DASxU+rwnz3kbSsMx2bQQeD/KGlmDaRR22MpUzNB7VUrRUcbsFQrsDes8ZtosDse8v5I4L4pxOMujKpAtQO/skq2+jZloCh1JZq9RiZzfXDDR+MGHiJEnvVwfctwaorqLdvuNUba80WDzJkZ694Y83UzRhesl11IX1KeORIpzfwTeAq1N3ZnEh2ZGct6ZFgN6dEONd1wxQvxevbxh+yjMoOWle09NJv3/eo1+b5BWIZQW4/DFbGPM8ZEoqn7Y92ruhqJlKp6aQicvs2h8wxd+/4VKDfJ5Lk4HQJml9RL7jXlOwAbbQe+uf2CivA5XGng8sRUOxztCmBhKXAOLO6tQDY4O8UZUGIKlv/dzlsKtJrQrbtdrHDYyZgqqNc5lYHSscw/vsD9c4WmoC322VEfrPazJuA0bRuSPqihkCwVUSYKGM5JobZ4FPCMjmSZLlwMnfxnJeT4F/bDQoNTdJVvI0Mv7d8FxOIQ0mdtqm5Fyxe0gx1or3iIsVPocx/qlE0aUlSdNzuic4+7MF4hXki4XCo3e6Q3brQZoMreU2H/2AMOXSU/xhXbPY67O/iTKqO08H8kSn9hlq1LwTy13IyI9RUSuNoXClbnidgDL9R0X/7EUy+X6UES0ajIXbcS3Sxs8W8gGVn0WPWI6vcNarsrtvQYZm5MAfxnH/a38nIeqZCm6yznjngmNAoH6Cmz2x5BPcXtXYn841s9Dq/ZL1PXXeH5MhUJl8gY0mszF5S6HuoyQregyT6XPOynFiRQQielnGLJ9V3d9xlADgDu9MMSQ//WR8CMD3xI/yjaevbvcd/yw93t++PKFn/73ms5P3809XW4uqXIStJtBXj97zn+FQ2/ZAOER1jd1dnedj/e2i9oVnw6qVnRIDpbs+dG5kmAIKwjBKQ2jVd0arsncNptcNz2FFsg2DMU0en4Am32m7MwVb3wBcYgs6EK6gF/h77QPQ3NZg3N13u9emtZX7H9vgarAZtC+9UmDiIdJ3nUaPPf4M+AN0dqktXeEsmT/i90oZCnaG90xW/dtlnb7IhRWgb2MzMebKKHfJjxNWpPpG6bVUL4YBk0WAqN9zdIFsuunop5QOv78no0WtXuo9c2uZiNZQtX4KmmTj6d5Too2Y/vwDlZ3gSH+bb30iNOh8U+3sKnja9dkskE9a7N2ZEQOnpmph6okPIre88JvDwuhiTOJ7HjMnlGjI6SttDWcJiIY0cPglQJ7R6tcSArZRsHsAjTb93V7PAO6y1GmNFyFCdPlJoU4o7V4P9aF0OuiMKq+e046N6KscEYHGqknD5QpxU6Nm2Mk01xhGUKPdy+5LbU4TIMqVVmqjYVz424g5EIfmAbichdLJ7FqjEXjZbs5eaCfgdPhhkeO4t8fkp4CQGFXZBdcKmyttkUUqKvGjqhZNiYrpWi7Ulr8Wpd7U47SLKzDw90QVu54YN25p8pdjhuYhpbslVEHLSNSkFyjGYrgRrcLxaJ+Ngkaa0u78WsyRekr5Fg7qtgcLmmypRs+6U7x6OvPg8nPj/lidH8TfFGTuTi4Y4mqVffHZpTIHtXZuAoIQ09XeFeHxUqFBZfhbSTnOfFJ4XXyuxADklmn0e3M8CJK5k74kR0JPzL40XHja3WX++47fvh//87frn+BH36Y69DziGTKNmAbuL5kzpXvRVX3xe6Q44JVuyPQu+hGeoWlXN3X0/9aYRQfi8vUHVZSg/EqEifFKufFYOYWaKlviFzUpd2+zw906MVxt2LO8VeBN0hr4UXjww6tNJu1LguFgotONXqn62T7AEcs5vNcQGh3OfM+vcgtV+1w2jOnkNDqW4Z61mbxyNorCytwe6WxWbH4vKeGi1/kkKcmkw6b4DHS0nBljbdct7faFVEQa60G2SuJnva164P5pE9NPISrwH6hQVbK07mEx9WhachzIs1mq8uCX/e0RnQaref76MLx4g7AKo8HMqP+CkvNS9RGhlHb4AuzwN6tzApVB9FZkkLB5DMjOc9DrjRRGu3T3YDP1ZjpchMjzWatzHWxaaaFxIateG409JSfcpfjo3suMt79EVwE3D1lP2Pq124p7YJ2xe1gwEPmkpJuCBVpcmmRFntT571JvvYUXYVe/pTrgV6f0pbSqUp6FJZ2z+M6PCmaKLBbihvt9bIYXbVhtTX1/U93iHp1c0OBrXqOz9Ui5wDlrpNW0jangy0a0utQ0h2sATpFtjHmGCEDkCuBnOeCFu8mmqu7wcSQju09TH4TqybTjPrKVHip82O+eLobsLTrR4O6YXyQY2045jhAb9kLEbvNqCcXPB25J+ouZzR9CI9iMjq2ru24J57woyAk/MjiR/CMRqafOh3++Z/b/Pj9d8AXfvnfv/CPf/3d3J8zr1S5Z/Hcavc85tbZyugMW5H51B5ALe4Awnt/Ia/M3Lp81tok0bjhYz6ld5iLf5df7RIgMiXO067ahMKndoktUyEoeTdVusIWRipA/Llaz4bzKpTGU6Q5RUIUnSYtoiM+VGF/oq4z097/lmjNBl86iZH+YBiYbOHIG+Uy1Bp65EuabAmuq+sRXvs7PuXbertzjd5Eyuhbp9VnQrrC2k3eaTDRFNSbElsTnt3PRYuLq6AOrba0o/sb7KeKRwD0IG5NpjRPZ3qBynFaD722/V4543q9JoTXnVVuIwo8zhsirSnHdsz0KS80egd3vHMZtxdXoV0dsNENGTdtGYknbRDh/T4avbxRC2OFpcElT+ywWF5lkSGjkr9hZdruiqqUEc4VV0qfUSj+U3XAcr01cT0eu8IgDFcTDQC40ihzhl/aqvfyUD2gt+NjpDEMKB4avOJDSk/5yNUjDOZ2Q1xBGIlcKSOfiykeQzzrsVKqQ6Kbpu5S6ZinK63DcIjk6rwfj8VZkU9xsq7TqyZzUYSS0R0RjdGNvTZLgYXSPe/7XodHVq8dqEpVlnbHLJqt1p/XYTRLZ1GrHorCp+o678ZpWzTOmMPY5RYV1OY62V2JzrARIXsqqM3g9t92LFRqbFT19JOQovgm/DrRavc85lZ96N2vrMSA9kBP55WiH2cNNWShVmebih7ZP4y6I2SsOPrKgNszmawZraShOmSeqOtOvOj5YcN0tJxms98AFDo3dbZ2JU5SonPcpuM39hRB49sHOUFFPZxnl5uVK2gFGL1sEE0eyj6lCBJ+5I+EHzn50QxGpl/+/Ef+52fjXz/zx78A//Zf/H5PRCr9sL3NT/97zR//5x+AqMm0/+P30z4uEM9ekykEljc0JYqEYURWNLlgyGGlwn4pz3lGxEgul+u8K+VoF/MsDms86QLJibQiwlmbRS5Wh+wjBCm6Y/YaLZAOrLSxXI7l9Rr7jcJXT2kIx2BiA1P4cHeiVajfNU3mg65QuJm0Kp3qCr9AUCHyaCUwGE93QPl5lPZsbZ0PhgCcK1MaGgYid6qFM682O4f7s2+G1mwI7DAXlv5gWwtD6Dc8ygXr+mN9yPHwiouU3rnLTdvaPY+DG7NOi9lSPebU3y6thtPSYiRfTOtFQsXdJ8b3sxkINvstelKeE1fh79dChwuVFovSgUhbA5bLXbPewrwRWKBSk7k4XeW9UbcuXeEdIfUd5gh7JNBGdzxlVIjVact6P9ve0wW9k6JPzr9PR7PotDhn9JCj0xdX3LLKPuBIlWxUQFFYCBBcF1dzU7yzu6FFgeOK6ND6dKkXrs3VeT+hsJx1RXAtFAqgSHSIEnadcK+1mZaRq/O+v4Oaz4iUDEcdCt0QbvDSVNFW7DQoPVOml6n40o4n0sz2LNWeEuBjVAx0XImHPl8kU9B7gtHYYx4AACAASURBVG+jimxrbKa9iLU7EtmLaYTBzqRH/fcBEQ1gU7AKQKHP8Y7MRSoFgQaz2WugTE77TohvvG7JL/p3MzvuBRqMC+z1C9i/ZTYNmJ36cmz72FpEzSJXqokfzAjpHBtl+KzTWqDx0Uwzds11eMfD+q7PmSVSUzYC5GXV+6dgpAtk0zE3d4CsZNaASYfpK8Z+ybG2u8Kng5RIqcuVKbXskTBR1wVe/PxwIbtbDknnV1CVAllf3d6iwYU0HI8V0TbeRruqIjM6reryTo5td0STrWHFHpd89jUEzBlx6kpF1L9L+JGBhB9ZQ/nwo7///e/jt/zfw8PDeDweT/y/btyVx+P/LvteSjATuuM/UR7fTXLLsD7+A4z/O+y/XH385Lrtrsz4T92IcX3umxR/Yjz+NJxxkART4a7M+A/1mItvp6NyEGEMx59y4vpd2aAvN712x38KoDlxuTz+b/xp766c86WVhFZ/7RB0F5uWdTzVc+M/1Osh9KjTsx89dsvBNBznuv78MB5sG2z8J/xp333d2nd+e8/4rfWboH3jHEfsacd8yY3/kHPPyVgv8Xfn7/3+s90/rI//EPqOwXP05xV+62p9z/92PysmjzDH9eWBYXRoPdtz3cHzuuM/+c1D/03gf475OL9xMC145xbM2/0QRZeTYJax/NfWTsNRvMH+W989MayP/+C7NjHnPayP/xD0DaagfevZcd5PrI/jvTz0FDY3172GLGCsh20s8Tv7Pgveg6Fjut4vjFeF4a5sjGl9p6d6bvzf5Xowb3c9Px7vn/wM+uThn5Ndf5XnRwxaNp4h1spOK0HPs/29W45FB+IZwfKi/QyIPqcCzqwIeMeNr7sl/CjhR35I/f3vf39N5Ycnxm9/+9v5RDJp0DmAz+uEeMESvF7o3oYwp85EtSECH8PFJROETyb4puEq9B0PCa0mSJAgQYJfD0T6yWvoZDUHvGCThJeCPfqYXJ1jV/pT1PUECV4TEn70dfDmjUy/+c1vXiRVLkGCBAkSJEiQIEGCBAkSJEiQIIGFf3npCcyKaWsyJUiQIEGCBAkSJEiQIEGCBAkSJJgf3ryR6aWKfifwQpVSXMhayC800fksFkQBvfDxgp/Ty0ffq0opTiRlivETvD5MSS+azEUqT29iMtPoSTIjv/Hy1t/j7ImEVt82RrIUQj8BdBIbgq47s356ReJkan4qoEopTuYxl28Bc1hPDzRRHHV+6zsn2pkazvPewcMUiZP8LPvCCUGbkrdIqb6mJ1PweIPe5/KNX9H+G8l511rZeJSxXrHOGveZK/7t/g6x1lGR/L+f7VlqjCmNNNcz5r6n5ojId377ELTmv/6BezYSemfG51i7iellFj1lHs9PkOB1Y+rucq8FL9ldLoEbOdbslfI93WOGfMpkRMepmCVslla81fNVKUX7xq91vR1l3lWGdFIZWxcsJza6Y45RUHlD7d1/tfBrs+kDo+uQH3y6Q6hnoquH6A4X0vrac2+azSO4SEm8c+d0r6/Y6NK1J/wHT2j1TeOG60yK26BuHzeiq09Qh5tYLdftbeVdiOqcY3UngQff/RGjLoHeaWa5PpxfB9E3jNH9DWLfTteizNM9zUCuztq9jHrfpu13Pc63cg7IYoyOxwZi0aIf/DrvaFd8MLomFTRGNzm2W/pvCg2OM0KhWppAHvCFJjOiDDRp5511KdSzKg8EtQsPHZTRDZCrsz/lNzbxGvefrWPUSD7gujngmhWOd+94oEwpTo1BBSiLd+qsjNkrFNgb1nnMVGlLu4IebPMOay2uXjbZ6OpdNG3r5UCuzvuCXebzkwmc33p01WapXmcx+m2eFSNNYyHt8/4Bnbu+DWiobdGVMpsx2iYaEO3bKa+y6L4UBeUKanWWi1XaqWYkbVnTsTqSbnTHbN0H8GDgwee8DX6OTcYLot3Qsdzdep3PD51rYMezBAleB968kSkxML0w3Ey1abShzLE9bMGBhNrXBSjlks/lrt4m3olAodvO7HN1tterXDdzbHdXeNKwtaNGP0TueDc+0v9QYG88Zs+aLJ38PVsO41ThGz7kvyWk2eyPo9uuTgJN5iNd0WYVq/W1KuUZHemCqiZzcQD7fgd5usK7cl546yO7pyuoFERrU/3ZCa1+G3i6GxBpcCh3A5XD52u5bilhXgHZurbRPYoQ9DV6B0I4DzXiOvCNFNQMgPjmA9qpCIUiTAkodzluZOjlMzzVdEWirbeGltv6deikisIxg6S3RH4+uGlRlVK0cb9DPJocXbXBNIoMeRqsW/wPIF3hsHtHZ9ZJpytsNiC7usrTjl0uEIrscr0VvndCFUP/tu8OBH7j17T/3IpskRPbKxuGalUqQrkbvm991uuzWylvOse3z9uzFq5zmEKD47GNCBWJk8tdnzVOs9kfgr5/9jKiCYf1rRU+tUts9Ss8yTKjwtcoihvsDIt0Bnxr0K64HcBGt+Lc9yB0AWBjt+KU4eOgUGET2Bzv0MufAVeoVGKcNTvsj1f4lCryuSiRHfc5ttUmFwb2aQzSbkx69tlkP0Xw+NK4QVaTuci0hZPgHmFktcmDIznP+d0s80yQ4Pnx5o1MSSTTC8MmEDiUcwP9XTqSQrZRQL28YfvIX5taqDgZviEUWVFP+uEd1Q1A9wz19H+OFAX1ssi1TeD5bAqNOZbrNQ4rv6aT/xtBTI9RsGCn0Tu4453eAUUYORGG0Zt1U/BRz9qstfqBwmm20bfdb0mWDgG7meI6V2Zj/Z7Fhk3QTWj1G4AR8bAa4C0f8jQA1mMMFUbTGcN4byCMD/p4RttXjCoG7RnX4wnUqmQow+69JHjybSmmJ/mbgeGFfz1e5NAIJA/t4FFY5g5N5kN1wAO6cSGXY5kBn32Nck1BqxPOydcx5WeAcRlmPEYOt1GDWRXO17j/LEVWKKc1jo/uuchULUOgHnXkNkABPrQ+nRFZlVJ8dPwl6By2OXlOV3nfD9tnZdGpVbmD1R3bs05Z1M/uhR24kJQJu8BOgzSbrS4LdoeSInFSvGEx46ULaOpr/S0Z5Z2GNisqx6B3jd6pIDCPcRJctBYjgn0AVH02vptm02kWSLucecZjjIg7YZA2eIt/9JLPnDIprilT6lrjGVFTkfOyQb1sWkbe4R0PwFrQeydI8AYwtZHpy5df+PLL//HXv/0M/77P3g/fBfzyF/78x//h5//4Hb//8ftpHxeIuRmYNLjIwEMZp1fZEPzLXd6vnoYwnhfCc89v2vHNFuwF9nYlOvI9jzcl9j0ejQhjgecQajq9x1GC/v0pT7uGd9YZHTKS83xasd37WtfSBVVK8XF1innZ1nqq93pt6xOqlOhGSl9oqNIZtBog5ekd1Xhql3g/rrCAZhp9hIe1xqFHxjBoW6MnD9msFCwjqSa8qYYw62t4DcIbpNWpadG8P0+7afY9ZqPbj+ftfSXvbxqRuOMJvLSo3fMI0LxEbcSJRPOLQHBFjSjhES2qVOSzYxyxFxwRGbEUemckxsxeeF/B+/mVq7DUtON+JfK6B/o3XV6dIA/tK8BLn/4RRyNZREw9K9IVDse2tVMkLu5bHM9RbvI4pvzaONsjA+IObBpbBlz7GegAd1qWHa9v//kZN2yGpGqGk7aIEn/wmfck5Q0mhSodQKtPVlNQh/d8NM9hrO/Zgg+pFA++st6QJ1bJIlJYzfIKioS622fP+D7pCoe7Eiepy+c35qQzjPJWBL96eaNH9Z+RtRs4HBFamjci2ox2/nrGp3nySodRVI/KEc844Hrgs3/08wEHXw2LYJ8wylefw5rn93qkYK7Oe4M/7bQ43rniIpPhpOqeq21OugHRvK5I+k8s/if4bSlyv1uGbTuNr08e6WVDL5+Hln3uGj1JpMcCLJfLcLPKod85NwNmlQvfIn6N7xwHUxuZvvvue7774Xu+/w46X4J+9YWfOn/lX3/3X/zb/037pHDMK5JJPfMxMAFkVlkGWM2wsLIODHzrBL0Ynnt+YeP7KQ1Nu1CmCyyFIxZPM1Abe5msjxfRDvNQ+xpe45dcSx29vMRCP1yoyDbGgddD79fXeiTn+fBM858Jk44/iE5l2Aj4++imyXWmyUZ3yOLBGdl+w0abN4w0PYppdZ0T3VhlCk3pIZ/M+kk52CnMGF49BV7JtwijxUhoMh9v1nk/Do4Um3V+UyPu+IYRyaceDGB6I6GJqjSExz0UTf8ULJ9IpiCEp9/l2O6WuC1WOc8TKvg6IyiU4JphA3cKT4DhyCV4f1qJaVCcEQuVPu/J84GWJQDqabBxrntgfNOI1KWZjZ72lCPT2RL83V8zHAaA1wxTpgmJMrIpzH54ffvPmYrtG6VhGq5vLGOHds8jOdZCbKnxa3iJOTmgyXxsDngwIn2Bd/o5bKZp6hFMh+OKXii76DJe3POo10C0N9sQc2q61ivHdn2ddio/h5SoMKTZ7O/Sycss9ldQb0pspdMs1FZF8Xnf56a9xoR0hcPxc83RH3PnlS48neW5bgra+9oyk3rVxjQc5+qUSu66d0Hy5CCw5qJ62QRys83LpFdj39qMwnpU0wj85d2w40CRuF6vcexwMBzwtNrieCz+OFJkPtzMNH1fzCQXvlH8Gt85Dp41Xe6XP1/zz//c48fvfuJvz/SMr5UqZwlIViFN87Aul6HZFIJnrkzJruQrMp3TKp8H4t6Neo29SgHTu5Qrs0GTzwMRavmx2OTBPoam0Dko6vfDcrnOfsMrmPjNz45eHq6B930fb/uU7+/2VgYqDtoVt+TgdJK8eHvNgik8aetB6SvRiFrLWeE7vt1gZ1MyHe8eFokU5/4ovGZacyPCOBkOyxOlSnlGrb7tcBjyBHClsamnwm2uwMnlrm0dDaFdRBt56g1MirdGqxBKi3H4ol05OTfo1eENdXnccnXe9b11F16aFkdXbcvIPqjyQd5xrIUQQgU+n8psBfE/TeYiRvqnhQCjFuAbuWBETtj5hEtodX9HP2XZyU/mmC4XeE46aWW5PuRw5cyKfjVoJuR+14Po5O/Z61c47PtOJOK68U1DIrD0NZ7ZqPJV0/HC0lJ80qfAa/gMjM7RUNvwSMo/Am+K1L0w44afougx3PqtbcwU7Gi80v3nej+zCHm5zvaNKKD87i7DxyuNzUpa8LacT/R5ocGxYfwIMKhZES+ufWJXxGzyoxHxmzX2Tnfsrd1ZaHDchYt7DQpiUupZlYemlZ6+nMvzeb3L8Th432zON2gjAAX2WvdcpIpQHwraLuxAPk+vFW7g6uVTjn3okfXeCK/0TYVbrbNdb7G5c8VFyi+qyL/ZzzyQrfTJVrBFoldcJTrC4elcqEj6WtuMUCvGRTc/Heh73Wu8zjaGvD+yGxltRmFN5iJVFPthQoNj77TJRs27OR8ZMiIt0kgLFbMWmqA7YYi9rVpy23arYc7XoK/l+pB3nPGx6tJXZ5QLBU3pOkiuTKkE7eoExd194Y7eysFNicN+5ZW/c52lajXURkCc/Y6GKh1YGQO5Ohu0WYzgQ/6IYbewOWqOx/3nMzJ9+anDX/lP9r4HAiOdZsez12RKr7BkKhjCu20wA8Oqf96G0nBMNi0Oy4+yRtYgtMIOW5mKGbarSik6ir0TR5vF4Zj3VxLnRTEOZ3lUBbIF6J1dstW3hdhqCh1JZq9RiZzfXBBjfMPr9H7VebBs6F1lRM59n0U5z7m0EiE425hz2fJkgU1wiRRKhzzdTNGF6yXXUhe4po5EinN/BN4MrU2jB/jQzEjOO0PqQfeM1njHFSPE78Nqiek3eRQ0T00m/f96jX5vkFYhlBbj8MVsY8zxkfCA+oVq9/IijcJUYDRF9wzr3/Cl319MSnTPIcf2sMZTpshns9MSmLV7TK9plU9Kxd/o604vMhGQEqBInJz6T12k6/gppCmLr9p5sCEUVDNc8ELh3oHnpKCV96t277mubF7uWjVWQu43YCrVubq3JkeM6wIai0dhkSrokU7hESB+WFhZh4FIuwwyOo8UBQoF37PPv3MZATWZSq4/+KelzFL424R2xe16jcNGxkwvtsa5JDtFbSjfaKGp0+Xs/LtMabyLmiqGpMoB5AJrpby6/RekBOl/3wBojUVauFKmXTxDreyiVgcs11sTfhuhhDzWh2a0RBSc5/AO+8MVnoa6MmNLVxYoU7KN66YDI61cVRSyhQKqJEHDcNgGpUs9E9I7rOWq3Fp/YLO2zsmBHErzjn2oSFzcu37wRnilX7rc2k5F1GTKC0PrQybFUwxHaGCaHvjyt1Dnajrt7VC4LvakeM66rfB21ex+6ewOqNApNqFcZqN5w2K3xG3xgF7dKL5o8dPIdDm9C6dv/SYdft3uBIKcHQpPg7Incnqh0uKddMCHVJEHdEfykSi+vtkfQz7F7V2J/eFYl3c0erbUz2xjzPGuxEnxgI/lGvvDBgsoVvTjjHJhL3/KYm3IcSENmkbvIDNzRPBIPuB2tcb7sTg3R4rEuR699erfeYdQG8FejP2uSgeouy2OG0bkoUJnaod0HLuFaOhxcS+aGj2fkemf/+AfP/8Pf/zZ+lvnX8NqN02HuaTKSdBuwkbX7wkF9kyviH/46katYUYzZHfX+Wg/FLQrPh1UreiQHCzt2q7nSuLAW0EUAk7DaBVUAE3mttnkuumpwki2YSim0fMD2OwzZWeuqPFtrYmvTj3MfSQf8FTri2dXamykTukd+aUXubx/uTrvdy/NVCXsf2+BqsBm0CHiE0I9n3edFc89/gx4E7QmMOmh461BYlcq3K1i2yzt9slySUeBvYzMR79aYg7YFLRJazJ9w7QayhfDoMlCKbWvWbpAdv0UVavoa/kKaFHvnkOuRDZdYLNb5nOxaUUs6R10lks7ZCsrbFSLfC7mncp5WIFQOwIU3vNU1WNAdShejuiF4DoYD89aG0k3JoSNH3FOLlRaLOXPGFVEOk3v9Ia1ViP2/WDwjSGdvD8hhl2fxrjtMFLEidbJrLJMm5EWZGTSUE+LXJ/6jxWnJtNIllB3Gl81VUU9a7N2ZESFntFRClYns+5LpxhYcoe1fgrqvNLlXsP+CypsTtcbDVw4YjuX0SO/ypTiFD32Q2gqqfGufuewnlZ3Jon6RUYtrzgGK00TUcign98F9o5WudAbz4yu2ix1v5KBCUP2HbJ2ekBvR39uZpWN0s5sBfdfOa+MhiEv6XvPOC/1NGQ/97+3MRBM23lV8HLnfnPU13M08fAaasQe0OuuNXZRmzeQqZgpncGG6QAEOpjCulNGQE/j3/I+jGyjT1Ynh5EicX4g2yLIc6wd2Tv+pcmWbvikBz0YWK7b0iXxd3oEIVAu1GRuKXGoRymSTrNZK3M7DYnZsFCpsZQvcm50t8yVKbXs6/3K3znMRkDUfldQb0rsNWy0k7bLtlMiYk4Ujlg7PYNK4/mMTN//+Ht+/6P+jy8/0fnf7+ZuYIL5RDJlG7ANXF8y5xoRCp1Mm8WubqVE97TEvT29wlKuPveibPPFkKfBAIbeaAxh2W1ZrWkpkC0XUYeYeekO4d0QxBWJk2KV82Iwc/U9VNIVDhswkk9Z2g3IdQDQZDpXOz4M+FeMN0FrLoSmN4R17kmzWeuyUHAXYtbona6T7QMcsZjPcwGh3eXM+6Qrso0KXLXDac+cQkKrbx3qmTAObdR0hb/QoFRu0m5W+aTssHgq6jWs7aSBNHu6Eeo6I7FgCLiBAqaBsEimoHQ5nHtDj5xQpRRtvR7F+36FJ08tCCd8vcd+HlVPTRgcz/XD091ACCjGO0aek2m2dMFvD8llhJzknC2wF9qpyv96eJ0dJ1QpRftmiu5teuTD9YFMtlViueqXppZje+gdN1Y9CEXivNqEajNW9IDROXG5NEMerrt5QqFBVsrTuYTH1aFNNpgdo/sbYHXCuwr+3aZCi35DWCQT8Mr2X5BhyElfwkEolJzrYtPsfupEWCFmmKxYuE8nNgON6M3mWZ9ylxKwuAOwyuOBzKi/wlLzErWRYdQ2zvavAEXSZd80o3s4P1PYbBQgXWFvJhHr9fPK+Ajae88Is4vc0Qy1JK+4HeTYHor6SarPT0ZynhPH3h3YUmNjdJV0OZ9E5Ni03S6DsVDYZaN4icoU0fRvBgX2jAwNTWN0deYyrL11hO13gRHTlYuYZU6bNfH/ns3I9LUwr1S5Z/kA2j2PuXW2MjozV2Q+tQdQizuA8N5fyCszty6ftTZJIJRLHutD3l2mOLdHgxmHrMtA5BaGA4X3CM+vp9WtNSE+tUtsmcJEyeuJSFfYwghhjfeazmfDeRVK4+dgzFbhzZEs8aEK++PGBN9s2vvfAK35wZdOhGIeCsPAZDvMN8plqDV0ATpNtgTX1XXehR7qd3zKt/VWyRq9iQTZt06rz4R0hbWbPD3NFvGoKXoB1cmGej6+p9djyNXZsn2zbKNLabfA4n2e8wFQrlnvYBqhmrRTrhSeqIimgDb0gfCJXrDCvq1aMGEeUn/vsR1xa8JkWMzd8FFWyFYKuqCfY+3IGCbeOblQqUFepofbMz/dORuVWjxd6rEwzKBHJwb9Rm0PYN399zSbrTq3mSrnB3Xej30aZcyCQoPj8ZEwOBRTkYYAswtUa4ZaGLb29AYWV6FdHbDRjRjX1uExsjaVInFeHbDRnaKJgC+mj2QCXtn+S5Mt1Vmw1bQL6oRklSTIsdwscjKNsXQSpC1Hz6RNXrzro9HLG924VlgaXPLEDovlVRYZMir5Gxbm3hVKk/V0FTHewk6J5fY9owmjH/zHfju80luTKcIwq//mOWpLCuhd5OwReno08lJtgm8f6RiKs3f94TCc6lkbH/QUz+xVnnNDDoiKjE2vsOTpeKs7rLotNo3IGe2ex/KuzdA34PZMJmtG9mioX8s4m66wRp6eEa2uafROm1A6cvxs0v3ay+d5qrXYK6QhnYYVWF5fsf3i9b9zFAL3OwWy60VHrdCRpvDpoAg16/x/ls54hRnT5X758x/5HzMV7mf++Bfg3/6L3+/9EPi750iXe/aaTCGwGIIusGF4r5p6bn2F/ZJgDCDyX9+VcrSLeRaHNZ50peJEWuF4F2gWuVgdso9g0HTH7DVaIB1YaWO5HMvrNfYbcziw5gD1Et410mQxBKgUj/Uhh5VGoJfSkScfhEFAS3AATeaDLoy4hUBVOtUVfoGFij8jnvYQAHi6A8rPo7Rna+t8MA+SMqWhYSByFxM1vJdOL+gs92dfOa35IrDDXI7twJtsa5HTlTmjnXDBuv5YH3I8vOIilUL1U8i0ex4HN2aNB7Mdc8ypv11aDaelxUi+mHYUNz0xvp9Nudjst+hJeU5chb9fBx3q9RgoU/LMqUA2I3NR1IveupSlbGNMiRQfV3dZtHcamrQm00TwRjLM3PlsIqTZ7Nt5S46Nbst6n3TYOWl/7wJbpVPO75wdc6Luz14Z9OjThQv7Oe5/fSIoZ6JZRS1ESXb8xlVMNl3hcLziankfXWQ8NN0yICLHk7qpw67obHTHU9KdZtZVs+btrNejSqIQeFD9FKNz0/ZR2Fo66w19jW6Fk+Ol91/w2WLCt26TYtLhs8zXRbvLseo4aYw0e5Fki842ueKWVfYBR7pzowKKwkLA/BdXZ+sO5oAZYWojxPQOayW9+DeaXrdkyrV8Q7zSryZTGIyGCvbah6G1mAyERBza6VYYzW1RTAb95ersx6oJ5efU9kNAh1gHLJ7ueUe7AUmTzT+bcqASx1BdYDFX9O1o+3R5wEnRMGQJGcb2cNZ2V/h0kLIKUbeMs8cu9zXN729959nlws1+jU4+xYlZBNvbPm/y/boO7ndu2Rfltb6zQieOjaAAgfsdUVh+JB1wkjLeP8d2begoNxN/TSeZk5hI6u9///trqgwzMX7zm9/MxcCkStCG2CHxCQBFokPDI9hFHQyRHc/iCM4+lnxVSqHuhoytt1rdn1FZ7aRgcRiQspfgWTGRxd1OR4HeUavwY4liQPqC0VEhwHtkFFD1oeugmkwJrX7jCOCN8WFXTCcMkw9II52/ojjH7nJvFj6pSGGRGAZPcqUyPdUCeIHvt7TzJ3fR6riRV1ZhZWOuHi96IO+JMnxa1xfO7LWs/ObnFNItHhpBWw4ZIeS9YxX+jvl+Ez3zde4/+zc26+rYHS4+33wk5/nQLvl297SmYl+b6dN6PLXPPIW/cyznRAr7psPQlBFRdw5DSRBs8/vaxcDx+wbBDzZLTrwp/hrB02xw6grzTwezYJfhVvhk0HwcXm382/e3Ll4xLb+RYM9vHlH0aXbK8xtWd5xO0KG0l88Lg+0rITdVzvPRTv/PsF9f/Ts/N56ZB755I9Nvf/vb+UQyadA5gM/riaHpbUJBVQo+RfpsCGPI8R/DxSUcJjSSADyFvuMhodUECRIkCIQmc5G5492zFaNPkOA1wml0XS7X2W+8lgjeBG8NkxhQ7NHl5OovVrPIPo/npv9f4zt/DRjOguPx+O0bmeYVyZQgQYIECRIkSJAgQYIECRIkSJBgevzLS09gVkxbkylBggQJEiRIkCBBggQJEiRIkCDB/PDmjUwvVfQ7wXQYyXlOUpJv28/podBJpbiQteifeqDRy0ffq0opTiRluukleGWYkl40mYtUnt7EZKbRk2RGfuPlrb+rUtScElp96xjJUgj9BNBJbAi67sz66RWJk6n5qYAqpTiZdS6azIXfGIoU8wwR+yXwt4rEyVT7eRZoovunDsdeVSRO8rN8/+ngPZNtdKh/g3j8xM1Xxb/d62/Qxiz0NTl0WrCv7xzofD7Q5xayxqqUiqYNRXKMIb5rKuK/ectirwhB/MPADPvf2jMaqhJnAIMX+T1vFvnVPb7Pfy8hC7hoMYg3fNW9Z/Ayn31k7pW5rJXO92KNZZ0H9j0+kmXbvow/npuXx+MBAXsg8JyNJ4eGn99vQEaNLWe8LohvPgFf02Q6kiT2Rth/+bxDXwmDccbDDN3lXgtesrtcgilR3o2uqWeV5QAAIABJREFUs6BInBRvJioEuLTi/aEqpWhHtuEt864ypJPKuFquWtjojjlGQeUNtYL/1cKnGK8fqu4OKTb4FHlUz6os6d2WPAVKQ+9Ns3kEFynJW2PE0eo8x9pOFLEntPq2ccN1JsVtUMHXG9E1JrDjVhjdGfC0jrYQ2XTBVrT4wXd/xCgurcl8bM7e7Wt01QafMdRLUWQ/mraHPAV0EzLPg1yJbMSWi7XmfvArFKtd8SEj+MheQWN0k2Pb6HRTaHCcEYL5UtB3Cigq7YfIb+2Yq3Umj+QDrpsDrlnhePdOtPyOU3NOAcqCbjorY/YKBfaGdR4zVdqSXoDWRhtftZix3qp8uQxPGiykrW5W716qqLJZmFf0bF9ezVhNJMplPjfd39nZSdX5fY2Ol01OmnoB5cCupFbdn43uLqqkkJ2opuBbQo7FTNj1dUc3s0kg+Eqa0X2ek+IgfL8Z9FdvBcqzfvKrE+5OVkHzcu0tRaanFb5iYWMbLbpkb/GOGr18kc+U2eYKleCC8lPxXt8C9hq9A72It6sj8XK9zpJRfLxZ5MTTZ8HFx2PqJhu7UXvK+J5ivy6AkAc1mYtqlYfqnThrtXseybG9m2FEQMdtO3KrLIbN346Qrn/qpXhH/28Tl29695962RTf6BXxnJGmsZD2eZ84uuprRAy5xkR6BW5gfzyO7EB6cb8To1aUxugGyNWBb8DIlBiYvg2ILhPrLgXGXwAI7F5nV65ydbbXq1w3c2x3V0zB0oRZWPRI/0OBvfGYPfMHCp38PVuOw6rwNhnOrw5pNvtjNuc5pCbzkS6H+rmYbYw5bri6xxkd4fwOz3SFd+W88FpFdmlWUClYh0RCq98Mnu4GRApo5W6gsmLQnT+iun6FwTLMeg0A1rWN7hGLoTRsE+bDjLgO2AxXns6i9jHKlMa7qDd1tuIUs1cuhQBvGG6HdzwAG7XJimq611yVUrRxC+7x1t5pOBvyNFh3CoPpCofdOzpBAxQaHI+tyXi7bVpd48INTG6F1alcGQqzKhWh3A3nJT6Gr89uQ6dbebPRhlcpjm9IsxDemUo9q+rGsopJZx+bENpuPEw5mwPUyyY0b+gdtZx/y9XZalTYa4R9Zzf0M0HfP9cHMln9PPCTl5brQ46NsV6PrjcXuA0TD5kU1+TY7pa4LXq7Fnu+/4TffaHS53hF4uRSYa/gf9/oqs2DnRdNBfe5r8PPeO64rTJfWSgIfvvWZdBxOkCaXFeBqrgeaHj2c/gF7QdF4uTUPYCz++BmWvC+R0d3ReMM8nbddD2AziVsMOA6k+K63OW4gb/xz8UDvUbIAnvjIVsaPA2tsJPRcIW1bpdDnZZGV20eciX2CzM2gpkEmsxHahzqyztSFCgUfJ/vfx6GjNsEt8HcjomcIxMj2AH9vM+dMyI7sA8C13euDp7Qs7oKVN6+kSmJZHrd8PdE2AXOnGUtj2k1XvB46MTBgKv98XUzwuuuP6+n/3OkKKiXRa5t8/1sbtQcy/Uah5W3woUSmIiptAQfMhq9gzve6Z0nhNAO28MW3FiGUPWszVqrHygIZBt92/3WKedQvpoprnNlNtbvWbR3mEho9RuA4eFxeRpNiMgb1mMMFUbTmRTXjj+E8UGvd/yhfcWoYtCe09saZbxSJcMY5d5LMdutpyscjiv4G04BRaI9aNpoPegdNXqnQmE3jDgicsVrAHF6tZ8xwkaT+VAd8GAYznI5lhnw2dfI0QxtKx+EkXwqvtVR1N63FNaRnOf8rsbx0T0XmaplBDMVghje/TgRbj5QpRQfPVNzGtIsuM/5mFAk2k1bRJtpCNWNltOMOQdkj+osN6s8DdH5wRVqE5brOyz4KkMhhjkD5v6x4JCXdL7xUD2gt/N62nbPE6ZR2Kc196Z9bSLbzYtUJvXA9R1ydUoleLi7opev2q41xT7x7A2FT9WB4EXIXKQClEO/CNQog5ehbNp/Z54N0+3JmTAhvxLQz4ZnmpI4k3JCXjtIcWJ8L4cTxGVsvrlnhJ9RpcBeowCNBluKApkMI9Jep18MnuLvLC9yrk/jGtjoDllsD2DgYzSwrbVTz9J/q9Opb3SWcyDW3HO7gnc6PY3kPOdtWC4WnXSrr9dGd8xxRjOjrAKNvMMWHIQYQ3Vafl6k2Wx1WbA7cfXItMWMX6SgvqdfYi9FInpO1reIkN/cxuDAR+7i8DD6nNXimeJ5MEMk05cvv/Dll//jr3/7Gf59n70fvnP94Cc6H/7CP8w//Ae/+/2PfD/tAwMwNwOTBhcZeCjj9BQbDLvc5f3qKefVwdcP9Q7Dc89vxvGDPO8jWULdaZhEH6sORZSxwHNIuw6OqAP7/pSnXWO+TiVnJOf5tOIOmX29624g2gMa8XymVLxe2/qECj+6UOALDVU6g1YDpDy9oxpP7RLvxxWhCJg/c3p+rNs1Rum0+K08ZLNSsIR+TebibIVDnSYdUVFReIO0OjUtmvfnaTfNfrNsdPvxFMNX8v6mEYk7nvAJe9fueQRoXqI24kSiuYUMn2gaXZEKgirZvbjGGEWnwBFLcXBGQs2ssCuXPJaOQM5zclfT+bZC53KX4/EuqlIgqxtC/n/23uenkSXL+/74kXpf04Ji0Zs7MzaSKZDu+6hXtqDUaDaGDULIWzYtJ1It7A07JAaJHRt7UWps9YatVYPY4NyMaFUhsxrNtARFSjhvP3fRmyqs6fsf+F1EZGZkZuQP/yrglr9S6V5sZ2Rk5IkTJ06c8z3nl5tsh060T+Tmr41lV1lFk6ZlGhwdL42wKRoRQQeAaXD6cOZFlIwIzyloY7XF/LhSHY2h96czppWNSC3HUVtEAn/RyMZTOGRGht3g1En/lONEY1c6QkXkwpNxbkh56NuyD/eLrCkpC2o07mi6My696saTEW1ap+6kfPobrcgodVlePOn7ySLL40kRzgYchqLgb1goLIe/A7Hm4+l3oWOdJoNOQPUdpXPkB+1gNSrN2VQKPUe6yOmpIA1lQUp5inSSRETKyjQdB94eRNhriWu/NhpKQnVcRkStpYXPDgzMNbePpiGcYu4cVaOwvGdwnlE4hMquvu832qH5HfyN7hk/sSmcZnaDD6Hf2lwXT5jrqu/Oi7JyxzuQVmgZGdo3BdZ7m/Bkcglkc/SLBpbsv0gLPIPdE/Kqs9BNZy7hcmf5sgu+vX6MQnxaqXTwXZoQdfA8knNYA/dgSqwvq4PB6E6mV69+4NWPP/DDKzj/JeJH//pv/PEPP4x6i1SYVCSTdaJxMAHkllgAWMoxt7gM3KTInf6GmHb/JtG+aXD6sK8oRRur3eKq1uJxGIM18oRTwDVAphzmDjyLcb8uGgFFH0a+Gc1dEnu9HOt+o8iHKfV/LAzbfgpP/UrE5/27Fle5ljhV2j0h320qyvhOnHaetHmztMyRdFa5kRzZHp9c/qQCbH5LbgSJZ/Iu4mQxEXaDj3fLvBtER4qN27+RkbZ9x4lEi3ZR49yQ6VzQwjKbwokSi4hUH00kUxTi0++8FJP3RWKNEH8EkxnNGXYT3BjoDTPr4o43+1m49Lgt+o0H8k0R5WRtZLA6A7Zzm6wFNwyKY0FwE5icZ6TD5LkcDgH9h7sx5VBGxt3U+GRW2c4J3hdX98jN6MLyYuA6f9qNs26GHHAb4Og3skj5LfAmhuMmPYeKeO/Thcm5shFYKG+CYiM8raNMswm/8aIY9Eg3d/xQHRdhJ6FIddFAcYaIQ4uUDv0xMVft8o4iHzjzZFGmoaf5fnR4h0AqnOhj3+92a1AoQHkJLm0I6pSsktYko+iAAP+igIg8dHDD1YnJaoLt2s/tczjYd+VHRKUd8JhTDwxSRo5OEqUmh4GuR0aH+w4/EugNxk6X80PPNRhAwFHl3veyDb5UuXEmhf9gpnyfE2ln+w+c5nIctSusEFAI0oaY3h5UyPftTY3bGjg6Zg6bvp0N05fERAOKyOGCbFY4H1Y6XVazgjjcS19Ur0riUJsEsqx2tzgvNpjvLmLdlVnLZpk7WBJk2dqhDTz7E+nHWOicie4BHWE95cC1S1M4hhP5vWoiLVh5ry8+Xe5bpcp5k9qbBK5xVqlAqyWMmUKFsrpxNxucH9e4vRHXrtQP2K56HunbglAktzcVyh34uNHii9qGbXK+uyGvh4VKnZ1m2NjX9U/FdVGEX77rpiCOS/n86WByfnwnNxdS+HonESkVo0LlDBmhzeWo9JVkjD4uY7SvetGVTabv2eMikdJcn4SXJJcJzsl4eAaQZRTpn6lEiD0eAS5tVqUxuroIRxdbyjg6GzoRbZSajC8KL01WIVYW0+hQdeP63pFX38m1zbUhyIoBFgp13nbDZKJPLYuCl0PipsaHxqZvLJx0LoDb4wZrpeiTxtO4iM4QIpxagDbawTnVUvVEiCxVf5Kqwq9Phtj0mIaIWGs5zjInQrVCuYrf2ZEN8FSohk59mas2PDYu+FqAlYNhTxnjjK6I0/Wggy/yhNDGasNXMvpIszQni/Yln28qrNfvuNowyPf22Rl417jE1k09l0YwIsLdfFXqrN+1WKj3eHuf4+OlzWo163GDBF9fqcnhQP5/ZOSyE4EScIyM43iOhUpuPSB/keEjPR4Xzyh3euQDUQghDqmpn0orG2snTSQwp2Iddj75CMqp2vcbf1QbhCO+o33QekTatP4+L9R77C2eeDLm6OyY6wM34rz4wHa3yl7Q15Pqe4lLg6OaPCQ6Ds9n1VF/dZ/gODBPuFoWEasf2CTPCdd2U39w5OppOUfvg20Z0uFZYaXVgkqF29YGpwkRaw5BsZAf+e5zG36eLfOSx+WCnNNPF2ERnlcqhhW8yWCcSKZ8tUu+KjMxAMs0aEetxbHpj86cVZ2CAA/0pQPDSTtaqcCtk77Xu+dLgqNfPgTnBqwtEREJFky/c/oRsHf3HbnJ8niSkU7wAuu9A6xMhnalw+EALBM/t5vrXL3xCp24EXxOQY5oEvzpo8T22QOnmQ2o94QeLW1Cscj12ZhpxN9MPwagfc+Bz6LsiuVF5sbhso3JMpquk+mn/+TPP8n//+2/8m/rf+CHV7FXDI2pczJlF3ntbhrEibXj0XROVd63odwbkM+KifmxYZN3SRU3WctV2XZ4IYwM56ZaeaXNfG/Au0uD9xuiHU6KWCbkS3B9csFaVwnhs03OjQbbzWpi/yaCsdsvsd1VJpgSoj2+g0kxriodDrsBL67Mg4831ns83o1Qhespx10uQiNHIqW5PgEvQS5HrgqlkZl+o4i11XXnMSA2u8sHvOWSPjI3/uKO9f04h1Z44xriZJL/G3b6vUBZhVhZTKND880Bh/vitHpPkxJxXdyFs663ubVNeUol3+FTP7/olExlEgbaY26DW7cKF4CJ1ULyKLRp12R0ik5HanhXBCLIp2OMZieVI+wQynh6Vd10OU6cWo5TpnRKrjiFI08JK8sRUQRV9gab4tS1Z3AFzG8uQS16wxOOcAwb3CrGIf52YV/yefmAvWYuEEFhcp65cEmb49C/bPOlcsBedR/aOdq7wpEomgnyEKldjXD6OpXNAM4GIvXXrNDeOMGqbmHVblionw3pgPXSOw4H33JH4ZDqZmUlOYAc+VIW3VH1U5K+ClJyQMeTpDk5djhSPChyGkqPHTGSKQ6RNq3Q1e+W1EijJocdOL3YctPC46534Do8C/Uw0XXC98GUui81UfltLWcz1x2w6sh5kMOTpIpXJucbUB6UoCEU6lx1i8dig75uvmar7PU26Wez0Cj6HX2KA6rc3MJqtWCrybulO95H6dYEuojoCJ0W7cxwlZrHR1B3jpFqO2a6XBDjRDI5mKs25bOV/AeYSup8fJRTlrll4CYYjRysINllO9fga06kfc/Jg4NwESM1deuG9xlYqctD0GHT5eRzePaudFjt9zhsKjdWomH9UddOdUHAOexRbR0lGkvY6HK9lZHcQX6oqSG7yZtCTeECy7J6sMyRUjRhJHwD/aiFrgpiajqAB/p2KcEulnpyWb2Pup/xOA6dg43DcdLlEvHqR7b/+KP39y9/5fx/fuaHP/ww0dtMJFXOgHYLVjq6O5TYHjgDWmVvEP7FykHTjVDIby3z8UH50r7k027Ni/gowOst5ftCWSj+RQS5bxb6S4gcfbvB51aLq1Ap2wr5prPZTO4fwGqXEStMpGs/DfLNHut3UiAjifXSIHD6XqjzbuvCTVVC/fxMeNlXoyao/cBXGcacihfKxeTG5WnaHwMvSC6H5d4JG/CqEvU2qSudAWsPbV5vdclzwbkJ27kGH+80J/0+BE6wh+Fk+hXLaqwOjYPdEJt1XyhzifzyseDiyabv31RlUZawFulbJVY7FW43Wl7EknnBLSKlJ19dZKW2we1G0e+0SKwoIhFKlxNwyEBVo8MXgeTbxGhC2d37f9uT8a/HokS42/fePSxtAT30se0ytL3n/BnhlPvWnEwKrJM2b/ad6McTzs2SV82tkyK6R5KIr3SE3K12OzxmNnhvLIpqRxuC9HxHp/uiyDrphCM+S/usF3JyI6RLN0zDvUJCpcFpyZMmveO5QU2ncqKOpJwD0RvsQjnlDYaNZJJOzrj3kWDTzlXPeF08oV8VaeXXx3e8OWumvh6cdbvHeVG/EER/L0m23VRflfjbOfjdZ73Q4krqXo+jK04P2FwXhRM5j7r+ltg+uOCo2NDrERlp6VuvXT1bYL3n5wWbq3Yp32do6xxNpX3KnX3pKA0ixonjVBxMkYo3CcQe7kU4+mOdvBNOl5sI5Ji+Dh7OHDuOQyfF2889q8LHFaVG+Qa4jEA4Q65ODFZ0BwfZKm8rNT4u9dhh1+dAsgw5yUIOSiWSKTC+3vtreRHEgyZzpsFRTquMQo7sW2X+sdnksOrNfxHRXeFtCfKlDiutDT429skHs7qnjH5jl8eDHm+OFed+bomV8maMHnge+jEVckss3LQVOzgCvXtY2lci1aJQYL034BCHc87bh3v7LBPrydLlXr3in/4RRd40OiYRyZRvwjpwdcGET7NMznNt5js9DuXC0G8U+ZT28uwirwt17en9S4TL21Gv87VW433mfijj0rd4ORsO0+Boo8b7jWiHgnaCZavsNUVO/OutmFhrSSy7lrKP3wVeolzGngLGEW5mWT3oMFcKEjHbXB8vk+8C7DNfLHIKsdXl3OuMS8Etc9mOlz23CzNZfelwohVWDuRGpNSkXGnRbtX4ZG4yfyw2HW82RaTFtnRCXeUM5hwdGRnB5CAukinGmaLODWlwulGnUs8+urpX7xDQEvLqNhQhTiZ890VyP3DptbdQ73HYdT1trlGWvzS4tr81x5ngQVooj5FvGiwSUGqSN4qcX8DXpR57iTaI5BqqdJTfOpHRG141nEjnWZRjyO/QEBu/LKsHFa42WhHVX5NC7F8GWXg4yi0lCfM4cDiz6h3etDfkJrPHefGCR6eieapIpjiMH8n0eH8jDkGRbSTatFnWynd8MmEbI3AIMIxN7EXB66H7XuEbsxsRFcuyrJ7V+Zyr+Tba0fJpu9GyWnkoNXn3UOR9pp0oM7600d4SH1UHoJTBhXqPciVHu5bjyJe+l1UiRoLpVsH+Kt8lrhuTR9gWj9ID8UVXxta1PgRTVP2VB9MfOsjqlIU6b3MeiU/fV1AAmQ7ZggTuWbf63VkW11FV6Shy5MnrbQSvoMN32W/4++kfv7CsCN6ecFtRPI1a6o2TRWUMH2RqepfVnG7+iYjuhfqZ7K/kJGtf0j/Q33MqMA0RTVTK0n+A944DNltle8ip8iT60eXvDD+X58A+k87JeOeyw3+ZrwYOHCPngkNRUApUVXRw820imf56fs7f/uX/sv3jDwD8/Nf/5qd/+r/8YcL3mVSq3FROMu0HvhaWWctJYTEbfGrfQOrJJE7kTxuLY5cjH5dvZFyoVS+2q1nYhNNczeMKqXY5TGgjUvklpMR5JeeDBoDJp3aZNXffXg6T7WarrOGElyY/Z/je8L4G5cEIaU6J8EhZ+w2DDzXYGTSHeL+jXv9C5VIrJ2JjHgvHwaREkqxUKnDghExnyZfhqrbM29hNyT2fim3mz7qi2lzbcVKlwUuX1SkhW+XNXdHvbLBNSeY4XFNTk0UnWqFQZ015Z/lmh/JWifmHIu9vgMqB9wyuE6pFOxMg1kyKaNJFMsWF/2siW/LNAYdb0oEvN2JxUYG+MulapOVkEtwPH5dEepVIl1N+b55wtXwgKjptLvH5G53OOxAbCWdDMApsrnfveRtw0M8vQbt2w0onoV01msz33HLj4/4dx8OVJV+uM6fwlkVFBnhp5wUWWhsc3U2oCk0EUqU4x/C8jFo1Mk263LjVMX1Q0mr2qjmuXU+PQi8AE4hkioCqQ3yRTDnmC3d8bJjkqyVJ2Fvgzb5zXTqbdq56AMUG1wRP6UeziZNS+4dO/ZfRH46sOcUFwkiXBuumfUvdq5enBx5ZZqFQZkfOofygit4BI9Nq2hdhR7ry7hbqS/QbNqjqxO4xV664qVhRc2Ki8jwNmCdj6lqIr7AIXzRrZXT6tEBfiXzLK86BT8GCAqWmR9C+kdE72k1Dlns/g92MqCQHrBwEUrHd9b4lon7SvDMZPf36YIzxc/RUoc67NPvWUpW9khRGO/ilcrjhHDZVOpQrG7RbouKuDhOXU7sh09NEe3ObZRbaaTNrnod+tC7EO5n3HZ5vcNSqUB4okdAHFa42PJ43X3qiuCF9yn6uWDk+Lv2MLKywk3rdn1Ak089/+TP/6fAt8RN//i/gt7/nj9siRe7H7XX4yxV//vN/AvDbf/09O3/4YdTbRWLqnEwx8E4lpALBeeEtGepaZacsFh4Q5MhvywXaG0Xmewc8SsVxZCxyuAVI0r8dxMkanQHbzTMwdr1UsEKBheUDdqLIPJ8b1I25qmQnebpyE1ESXN7/g1T+QSPBMo7lhl9grqqfRMkbqGg83gOV6Wza8wfLfHAWyUKFcs9xEAUXVid6wL9YjnN9/iXKZWSFuQLrkRcpY1Go824wENFzF1uykorCOdK75DQjq16FQtYf+Hpz556cWYY4GU0fxfdSZTVeluYTdWjW4wcCjjQh3qvdM66NIkcB4u/nIYcOP4EusqREPtfgdEOebAecJfnmgDIZPi5tMa9WPRmWk2kohKNcRt24j4rIKoR2g9PjJd45xk+2ylsyHBnTryaqRmqtdAYjjq8XEeE9n5+zyDIEEbhuk2qFosmC70ox7uS669N3ypyJ0h9et3S8TaKv7zO1qclEfLXDp8X8UmFyjfkcu6HdmIfUkUx+PdvOSF6YgXraIE6eBaJ0SJbVrrq2F1jpKAS92TibVtU7JdbKx6K6kS+VOf76vBvBqKmkhzoP9d8nIuCgd6LIrhzHpXoQZTc4zd3zdpBunU5eexfJV6vkU67Pc9Uue77f+ue7X0f0vJ9lS+SrJQ6rW0Imat6GXpWlicrz0PDLa7iyr1w3NXZ7HESxA/VARRdtoeOWIV0kk0vW3mG7pIkIjeSPIpz+Dm7RhH5DHjS5vDYZTut1XtdqvpQ1YS+J9xnvGPeirXZKgBn1u9AD+u21ipJCbRp6PquKlmdGgyz5sx6r2eALlTrfNLRXTVRO3XesDFx2kzflnltEQfAhRwnd0+rH1SzuoeVKp8pcyWa9vhWqiunCOaxU3psv3dI84XGr6edO24Ud3/hU2TtrcJop+iP/0uLvf//74CX/+/Lly2AwGAz93yDuK4PBv1e0X80wBu7rhcGfKAw+9dJe0Rn8Bwz+HQb/Xukk/7xXH/zJ+X3Uv0J98BjsV4XBf8Q136sP/qS5blj8B4Mhnn2GSeK+wuBP9ZSDr8pRpNz1Bp8K4vv7iiNflcG97zdSfqNkp1MZ/Dt62buv6OfJTFZ/5ehU4t9vIqRcwuDfh9K1A1ceg/9Sz5sh+zhsu4/1wuBP9XrMnPKePTSGnUr0PEzzvbx/3DqiNDb4j9ix9773dIdOfzi/9X4jnqs3eOx1Bp+c8VPfW8I6Ke6n75v6fOLdKPeOeN7HemHwp0Jd028FvnV5SJmcAqLXAvG8ifOvVx/SjhkG+rlxXwm+W2We+96N8878/fPJbuI/nRy+VKjzR4xJcCzC71vVocnyIPRSemF4rBdi5mlKGezUB38qRM3LuDY6g/8Ivt+pynNUH1I842Aw8N5FtEz657P67vTXBN+/9t0lrgeaedappJMDRx8q7fv7pPQ7UXfq5rtfb9/XC6F+Rs79gFw+9iKeR/esvfrgT1FynVbG1L4Fx/+by6luTXxOkO85OOYx7/dP9Z4nU77rOoP/UP+O20sX6oPHFPaSzg7K/P3vf39OlMJD43e/+91kIplsON+F22We7UnaDJOCiWWWwulGKmybfrA89vC34fQC9mbyNAOEiL7TYSarM8wwwwwzzDDDDCPBNrEo+dOCZpjhe8Yk9g0p8OKdTL/5zW+eJFVuhhlmmGGGGWaYYYYZZphhhhlmmGEGD//nqTswLkblZJphhhlmmGGGGWaYYYYZZphhhhlmmGFyePFOpqci/Z5Bj36jyFHGEJVRJgaT80yG00YMQWYkbK6LyddaRoYjIzU73gzPGiPKiy3I7a6HFjOba6NBX9de0fvcMpL6NJPVXxVMg6OR9ZaAZWQ4ymQ4fyav2zIyHBX9sj6+PIr5Ov4zinbGHfPpYMxnNA1OGzZ925Z6SjznUSbDqWH49Izuvt54OGPkX6MdOfs242aLqqbqvR35MY2QfGlhGgl2homVYqz7duB55dhOer4546v+E2MtdH7wO/dfwrwaae4F5OcoOGek3gr+m74O+v7kwg+Tc439IWQnvU0tbPDJzmXLGMUumjbG2RdMCzbXRY1uTSO7E+/KiPasox+CfbYbXI8l/5NZ55Pt6CQInRvVj6e0ufz6XK4Nsfrd5Nx9TyZWQ9XtBuem/9rhxi5mbYrrU0BXjlxd7rngKavLzRCBylZyNQ7T4GjjzlfqMAmvF8N4wX95AAAgAElEQVQ/tIwM7cSyyhXeVnucZ3KRpUxXOgMOMbF4QeXbv1toqnrooKuE4UBTtcc6qfFaVo6KLaUdujbL6j6cZgzeDgJllJcXFbks8GYzSdhnsvqrgFKdS1uRJVDpUQu7wceWqO6VVF49ohOx5ZvjoeufiRXStc5napUeE6tUCl2b2JfI0vSFFOuEzXVxg1sKLBRu+FLb5Xoz5driKwMcj9iKPoHKVVpEPqPStq6dSod3Wz0eL4953y6LKpfyq36jyKetpn79M4GKkMHzxQHbpRLbvTpfczXaxpbQY4qcRVWMi9WHcdDoWexLPuSErt0u2fTvCqyfyd+UmhzmhJH6OmasrYsWKx1ZhTDq/RXqvCupsqpbN/yy1b9s87peZ36ER02EOxaiH5+Vr3RjbxkZQkXkVMj3JkpXh26WoF/8z20ZGT76vlbnuZi7QcTJxEqnx/xx/BodeubvVS5QquZV6qxfmuBWi7KZ3++xfpejnWmlqur4eC+qlb4N/k47HgHdGqHDVjo95i9NrPsNzTsP6ueU9pkW6frjQ4yd59PXQ+j52Lbi+lSo8+5siQ/FBvPdKnPaNRMmvzZrkK2y17nn9NJmVZEFyyjS349aG03OnWfTVmOu8XmsyqIF5nMjXgpuZTWnuuQoVU77jV0hm7pqf45OrXRYy6klfaeHfqMoqszJdXJlyxHYHo83FcrdOOOvxPbZA6fFBjvdRaw27Li2gag2fN0ruc84v1QI7KPTyWFonM0G13ZJK0POPsqZdy/eyTRzML0MiEV0OaAcl5nTCKlaLtoH1UAv1FlfrnHVKrDeWeTRxt+WW352X34QLGVqcl58YM2n/IMboxmeJ7KsdgdK2c0JwG7wkQ57UjE6pbR9C7Ld4HQXdnTE3dkqbytFcRKbtC4FSShnsvorgmdghw0g77uVzj7zsbIiSxBDvLPUB53xmcZBE7y1kMcgLOOCfDfgzDAvuOWOr5mwUyTkXCCp7LIOwlBK/o1wMDnP2m+IMsBXEf3wwVdOXm64l9R3J9uvdFL0XfcObPp2VrvWOd9fF3M8On9mZXl5TaGAuVKJ8n2G98ai+1yP9zC/GWhSs6G6DTq4guW2fWWO/bLr6EMHwgESHFvxrkKGewD9yza4jtMejzfLfkJeuTk6j2ogoKuD7w/T4OhiS/Pes6x2e1DM8XgwYDsnxtfrq8mndpm1bpXHRoN+Ke7g6qlhc717z5t6hTebzcCm/D582DEFuDIRdWBYGrDqOKjkvA9uqFR8j3IRsnVbNa6Aqwh97x5YROk1d5O8RT7KqeK71sYybXDKymer7A02uS6eMNcVMtRvFPlEltVqln6jwEqnq+hBYZvoCLWH1vV2g9Oczq06whqmc4wG5UHR64lrhIrQGNm+8QKT1zwA0G9cMH8WcQAwwbU5cs9U6fBuaZejjPfdSqfH/EmDfjPK8RVcw6TdQtJh/jeA+w5lX2s5ju6He39z1S6Hm8JReHVisqrMBWFzVSg3S4nPGTnmUYiRM8exNL9U8KLgzAtuaXGb8c/h0LzKVtnrgjhRCqBQJp+VhxrlHjuhHwT3GhKOI7UQ8c5LVf3+K6iD+RU4mWaRTE8L/WmWarwKRZqHdBFOSCVQVT/xGyqu0mslePTl/a7ln33TxLrY4Erp763rqS+wUD9grzrMqjjDs0DKE6poo0cY7G+7QujE4gHrvTO48xyh1kmbN2fdyMUn3+wq13uLj28j18pwVaiwsvzAvLrIz2T1hSN8IvSlfUm/6o8GuE1pWFqG44wKyqxnMIx0miiNBwJOBE/mu5HGQ3+rKb5zN5VncLHEu4MlrFyXvSwxG7koRBm2aS935r7/es+QFGvR8M4tD/3GsXhv+6M1YBk5sUY6BlvEOwihd8/rrWrgQ5v+XdLppoPRxjQU1TJJ2A0+1G74Ik+iKRRY4CZkSAu0xHzyGbpRulo5CDhe8kfWhVAR1TrNe1jyvHOWccy81O9zm3BqmENWAp0E/FEgC3X9sb9l7MJZl9WsTM/pNsljcp5r88axt2Jxw1Uuw5XyyUJd/TocxbAS0ZJ1IeZftBM1Bb43uVCiYRYqFWjhdwxKh8sbTYTQY7nO19oGR63wWmKd1Pji6KpsKeBU0UXHZeMr146LYWyz2AiXYSJ/KpQHWyn6dsEtsLA0TmiNAl+EU4F5e5HHWovbWkvMsyRn1qhrs0T0GlcK7KeAkv8D/z6uRVs77wI6Iep5kt55QO8ktufC7+zaHgzImyb50rC2hoLgQYv40Hv+pD5FOWECEM71lN2UsC7uWO8NmLtsMF/V3cPkupHzRak5n4vDngPlMxnZ2EhxY0eO1WePsLMCF3J94h3CW0aGfHMwupPpl19+5pef/x///bef4F922P7xlf53P/+Vq//+L/73f4Hf/p6d7R/R/3I0TMzBZMNpDr5U8J3YuYNb6fBu6Zj3tZuRQvSmhmn3L6H94Amng37DwFJO2FLlIycpp1CqQUAZJimEh2Met5z++qND+o0inxbVlI+nHde0CJ+6D3l/Rgs5fXbjE6vs9eH+AjaWcQJnTTCKXO8f8Ngu825QZQ7bdfoID/2B2Ej7LnfKgNpcN3qsVkuekzQQiRAfphzAC5TVkWXRvb5Iu+U454InpuP3b2SkaN8ygo4SIXM+oyyVQeKPhBrVMeJDT9mw9O7FSV01K+VIjPHjvXgmsSELDQDnuRq31KRxWKE86IKU57msDUaDfnORTxtQHug6LU7MghAOHFjpRBkuJbZ17alrRZTelxFB/UaR9+7akc7x4jkIbay2kEnfplz3LrNV9gaSE6V246YMPR4MOGza9M0en4oZbqXzcI0G58Uat8sdDrvhsbEuIN8EfyRUj0eWfKfM/Tt9RPCzhBOl5cA0OH044zDlXHWcK3nbxOo98NHV1aKto+Ml3p3Bh0zGbyS78Mav/3DnpQ6YBtZWl22nG9kqe1sGR5mL0ZyfOgQ2NAtl3Y+So3QtI4O1NZB9zbLa3eI8k6GdNjIi+A4kBJfPjUjHHmiMOi1MrBYs1PfHG6PvTS7U57UbnLbucdaMr/Uee0pkonNotdLpiXS9Rf3781KJJgG/bb3SGbEZbfRQRLSjjipGHadgxIVcA6LW+rxmvVHRf7gDotLZITnSSB2jCmWfDIvoprwuSkTF2Gtz4JlME0oyCsdscJ2r+vsfijpUo6vTH8QkpvJqbZ3odx/VnjoODhbKm267PgeTaXC0Qcy8jIjaSRmB+21hYnEg9M4mMh0uOJ4l8hQ5Mg44bOawzAfvq0KZfBYvOjrxdv6990K95+pexwEp5hkR2RqeA++qVXPbyDNGJNOrVz/w6scf+OEVnP+i/80vf/0L/8M/s77+R15N0rOkYFKRTNaJxsEEkFtiAWApx9ziMnCj5QZ6Mky7f2naNw1OH/YVRW9jtVtc1Vo8DnOCHFqQ/PDy1ocMbx0Fz2Bcr4uGEoKrR745iPw+9no51v1GkQ9T6v9YGLZ9bf64H1Ensf27Fle5ljDidk8CKUF39G0ZxbS0zJF0VrkLcrbHJ5c/qQCb+jzlqeKZvIs4WUyE3eDj3TLvBtGRYuP2b2SkaD/K2S5QYL1T5vNGjfdFYh1N/ggmM5qb6yZoGMc4T3JV9npwmivyWAEqB+SxsRbLsJHhvNNj/g5eb0WNmWecOYcHeWz6+12ZJuFwkh1HRlEkcfqEUrmCCPDZXN2gpEzrTiM1129dcLTRol1cinkHNv074KbGJ7PKdu6Sz6oB7mxslhe1V3sbwgFrOdMNfe83dr21q1sSvFW5RfIHdb5ubHAU5O2wG3xstfjSUjYx2vcbdDqFkZ5PSdzjW8K3oU+C3eBj64YvTjQo8Fbqajd9T0aq7A2qkgR6w795sh/4Knny1IIMYnxaARkssF5fpp0pjpCuo0EMJ1P0Rje4+TNhy29T9RvH3BYqrNAKpH+EkSbFI24u6p3rBFJ6R0lvCvTze5ILF4Iv7Xz3Est1Mpl8qsF6byCi1qIyh+0Gp+4mcRJOZ0/fiHS5ZwR3Q1yQ4+L7MmVkrHN4oP+dePdJ4+hcKxxKI2HstdmPudwD540c29UslDbl4Y+3rvQf7qByoIyZ4tS2G5wG097jUBniOUfE4/0Nt7WMcLxq/KoebK4fYIWk9f1lwDIuyDflWpytsncgCh8En2uuesCKAdg9yC0CD5rWktHP7XM42HdtK8FpecBjTp1LcVH0igPPOVyXv5leutwvf+V//vHP/OEPP0ztFvDtOJm8Bc8jLnMWbBHu2hKTs1ChrG7szQbnxzVub8S1K/UDtqslXGUojYPbmwrlDnzcaPFFbcM2Od/dkNfDQqXOTiiXVt8/FddFuALedRlp8kW3b3J+fCc3PdK46J0M7RmPx2jedhfLSyMTNiaN67jQtq+G3fpOk/QkhmECzRTXJ+HZy52CBOdkPLxF1jKK9M/UTXJPnARc2qzKVLjVRTi62FLG0VGu0dwEQ+GlySrEymIaHalugt878lqoc9hVTgWNXa5klNNCoc7bbjVkGD6tLGpCsQPpUV8g5AxN4r6B4LwdMV1O8pmIk98cIk2iSr4Hp7mcMCSSdINp8IF9Gc2ncAw5J4i9Mh9zGS0xaPi5HJ0eNvKFPERtEoKRHlVWfe0GU6tVhNNHQrAv+XxTYb1+x9WGQb63z87A03tOatBbDWeDl9bgbHyEkNxuZLgt1BUHqs318YYb9i/eS40PjU133KyTtjJPTM4NSfJvXnB701JSZwXE38qYlZocOgf5kdHGjsMhMNY+Z3EciW+Ecy+YDhEZwWdjteErGY50gabB65RIAScqNC/n1uvOgMPg+y41OezA6YMNJWdca3xpeSnMC4WiiCTTRt8JrMZubiaDhXqPHXYV3kovNWTN17WSm97k6tZ6nfVlmNsfsN0z3IMQT7d4kXBhKgJC6RFeu/E6RtXbflLkNlwaHNUU4fA5rhy5iZrj36Nc+COHbuX68iUnB0CZU6HDMnd9cQ4z7hMIs8PzNvyu9ZFMzqY/uM6txTyZ1smt6oi0aVKuDqpQHgwE55S73uA7fHjXXeTRBCKb7fF4QwSFhzxoKIxui4UQl0Y+ibVZaSt/X+Ta7rKazZJfaivriphXLpm+rh+6CDkNEiOZJgqHxD4ujCvLarUJi3AbWEsFUpDRR6XxpUyJGx3Lrj35eH8Dizbz+wEer9IWK8c6B1KJ7Sb0Gw2o6g++0mBOcrIJ20qOVW7DF9GEecnjckEeiEToboe3VklLnqKT6R/8A/jL+Z/56X+B3/4r/7b+B36YcETT1DmZsou8djcV4kTbMa7nql3eUeR9G8q9AfmsWOQ+NmzyzospbbKWq7rhtpaR4dxUq7y0me8NeHdp8H5DtMNJEcuEfAmuTy5Y6yohfrbJudFgu1lN7N9EkNh+ie2ul4PZdiZqKpLUJCiKoeKdRoFiICcqgB6PdyNU4XrKcZXKfuRIpDTXJ+D5y90YFY80MtNvFP1h8SBPNw94yyV9xO+tizvW9+M2quHFLMTJJP837PR7gbIKsbKYRkfmmwMO98XitNcNGznXRZEK4W6UbVG2dd55h0/9/Hgn+mGHUMbTX6qB6WwCajlO+Ubp1zIiy6s0hiSsr9FutbDMZiQ/h+AUWGal5XCm1EX6ibM5lZuxvExPc4hGoxzbToWXUJqcSlw7uSdPjf5lmy+VA/aq+9DO0d4Vp6KAm44SlRokNvCiTPNR8Esdx01Hyq+GoNjaOuPNneZ0PMqhLk8P042Zl5ZzOEjMrdKmb41D/O31+ZLPywfsNXNuqrHXzgX5iHXdr6s32ekt8tjzSHydlFaBCmXlGYPOTif12JLcHpZhQNM54NPx4oyBhHQ5ESUp56GMoFuobwbGwHNmLzjvz25w2oadLJB15EOsQyK6SGwIdJwevrakDvLk2H99PnBt/64AlTLrd7VwWsZmk8OqR9CbhvjbxfcmF0Ns7hOvtxsiQi6iTf281UEfyTS/3+OwOdxD+8dW6ggZ2fulUOddCp6iL6FUdJke2qnzeUPI6UrAoTgX94iSj0nPySNRWUxwLPjT5VZ09qjK7bP1EFmRa5y1GRznhPj//NYyR7sNMU82y5A7wao2yTvzKur1DVt9b+qRTCIVdyhnX6lJudKiHaouG5OGnJYjcVrY3Pf6udVhu6TrQ4m1s1xk9LXFojgoB19UZiIS3nl0hG2LduYuVKG0fSeiyx1b53AwBidTEn755R/8708/we93+OP2K+AX/vrXv/LLj8+Pk8kyoN2KyjtWOSEE50IQKwdNN4Ihv7XMR9XhaF/yabfmRYQU4LXKSVcoi5e0iDCss9BfcoSlwedWi6tWUAgq5JvOZjS5fwCrXUasxpWufYB8U5RavboB7h7ok8zQr0cgKqBQ593WhXtCh/r5GVgmrEYpYE0YdDqkf+7RMO32x8ALkrthuXf6DeHw8KA6hbwTupXOgLWHNq+3uuS54NyE7VyDj3dlYcxHIhB+PAwn069YVmN1ZBzsRtgwypbILx9j2Q7fwNPLos+Q9i3cmtQRreE8fVgnwqgvl9u0nfK9NPjYEukfV+5neizcLbkcE5aR4f1unXK9QLumMdTjTqdNw93sfVWiCYLVXZIRQwYbSvlJMdaSfHilI+692u3wmNmQldzgfKMFhTo7Wn3jj7YNRU/ERlgFUGqyTUxqjO+2slJlTyUrTllCPLZq4fRl0zpp82bfiRA94dwssV0SDls6utRbna6WKX4nhpBNh8sn0XkG2LbrHBE6vsT2/hKnhkm+WRJl6zsTTIeKSZcDxGk1LW4vTNaW2iIyZTMYoXzP28GAvJGhHXh/YSemRg4jIly+1HIctcXhC6GUumBUizgkXe2W5Kl3TJq6/cBXCrwZIrL2u5MLSIg88jC57IDh4TjcPEchnBuwPQp1Rc6p0JbTRJ0o8EWpZdx1Rsi2eO/OmN3qStJrYXN9HEdinJZk3J8uN9ccsK0604oXUN6SmSsApci1ddy12RddXdpiZcOxjxZ5jWCc7l/e82Y/xpmpPcAYka8ojr4ikvg78Lf9wFf8HExpkN8SUfNJqcMO+pdtWcVXOuOGuNckMNc74SgnBHulUqG9EcUfG5GGbJ7wuCgc+g5eL+WAXvLNS/uUO/vktY6tGJvFDlfnE+NekxyU3k+nF8kE8NvfK4Tgr3j1j7/x8y8/EsERPhImEcmUb8I6cHXBhBW4qPYx3+lxKF/iUPnN2UVeF+ra0/3nCJdPpF7na63G+8z9UIaqLzLFiTYxDY42arzfiHYoaJVftspeU/AVvN7qRt/UbnB+uRkb7vvd4YXJHZDgkY/jiMiyetBhrlQKlR2/Pl4m3wXYZ75Y5BRiq8u51xmX5JtVuGzHy57bhZms/iqgIaN2ozulPnt0dZzewNVypug4UkKcTPjuG0S/UaTdKrDeq5LPVinfF7F6JtfHIhJprypIJN/vNsifhZudq3Z9nAj55oBDoN9ohzY+wpkatZCawllT6XC4/8BpLvwc0STgQeiIPIdw5gSvk1FZXvldJ9pYSe+JjJr1nMv9RpGjjWXN+w2nWYr3rfttGNrITadSpa+YUhJ59Khj5ECkkyyUx8jJDRZSKDXJG0XOL+DrUs9XAtlDltWzDnOUwmnJzeR06dDcqnQoA/ObAEt83W3Q7y7yunWB1czRbzv6/1uhxFq9wG1tg/eyf741K6s4uBWndvjwQkb8BMdQ4bJZqcDtXdmN6A0dvih6RHxXHillRGzglnmbdoP6XctFnJ0SV7xkSvA5vjLSwWfyqbbsFnfY3jI4beQinEQxzm7V0XAjy9Dv67vhy1oYePJ6tCE47t6Vj3lfWxYpzhHp2v5uiSjByGhZx7mRquqc8owZhYTcvOBreZ8dTqKjl5TnG2dtBps+ZUX2c8wXHD4p54DM5pqt6H74qoft0y/muFqus35XE7ZHrgiubKaolDsk8bd2XKTzZyUVN5uafr/Pen2L1c0cfRKoEeTB0kK9zutajXYmjjh8enDlxm7wlY44mPYdUmvoONQ0WelPyh9U4bIIi1UgK7OMbBxu2XBEmFpdMprCIPSdLlIyIsp6ak6mVz+u8/u/feAvP//AH354Bb/8zP/7x7/w/004XW5SqXJTybe0H/haWGYtJx1MZoNP7Rs4SLjOhTixP20sjl2ufFw+kiSoDPTb1axgxM/VPBK2apfDhDYiyXMTUuJC5WpdmHxql1lzDYJy2PDKVlnDMaKSnzN8b3hfg/JghDSnRNy5TP79hsGHGuxow94nff3LkTsfYha2WDgOJsWoWqlU4ECWbCdLvgxXtSRj+Z5PxbYsd2xzPZQx+tJldUrIVnlzV/QbaraJdVdmbciT5KnLomaRzTcHHG5JR3nGq7oRZQRrOVN8GJ6T6fGkyFVLkFE7Y5hvnglDEi9dQa2KqIN/MyaMjeE5K1THUEkYKoFT/NsNh+jzG4Wuq5FlPgedE1nlYAhS0WHS/SJ/6y+lvB1DLt9vFL9ZQRKR6lhg/WzU+/nLzTuYX4J27YaVTky7We8wYNhCIOG5ZXNddDZji7y+ueCRTeYrS8zTo1/Wp0UOX0XTqcCWvGmdqx6wUttIX1pdV/XUfuBrYSl8GKHop36jyO1dyu6ngJ8svMAbcCMWVzr6YgBhfG9yEcSNv4KlBlHFSyYHJYpnt867wQCUCl+WIZwE7vOXmry9yHDa0D13cqVEH2x9eLP3fpT0c1nhVKTzHXu/WzQ4UtLntE70pPTE3n28c8PHeXrHeq/H+u6JQk0holDfdrPMscVjsUE/Ys2YyNpsX/K4tKmMc5bVbmChcKNdtA8kI7sKrPdkZBawslVltVll1W5wfrnIXM+GbBbsHGuDDmQ2uMplwsWdSk1NJO+wsHlcPKNcv2Q+TVs+x2EWnNTfmEt8zstqlblN+JqriTU3bXGpFAWHXEw6vTDrRAOeuA7FfMnm+qLM2maD0yKyIl2W1a7YMERmSCgyvVBfot+wQZ0ido+5cgVuhE0SacMGDvvHSpf7+S9/5j9/cv76iT//F/Db3/PH7R/lZ6/4cf3f+MvVB/78n7icTJMuMjd1TqYYeEa38PJv4wxwS/JsVNkpF3mfywCCPPltuSDDIQ94lC/1yFjkcAtobXC61GMHsWjTGbDdPANj10sVKxRYWD5gR0M8+iRQN+aqshk3z1zFzT2PRCgM6YkOnfohF0Ql8mSuqlf0yRu7aDzeA5XpbNrzB8t8cIyOQoVyz3EQBcN59dwJ41yff+5yp0Okwi+wHnmRMhYFYVTNOSSNJe/7r/Ueh71LTjMZLG346ANfb+5cnga3pHLKrr9cWY2XpflEHZlVDEc4ct6fssivds+4NoocBYi/n60cArpT3GFTOyeF+f2u1jmRP+iRL2WTx1HhLAimm/TRVaMqsB5xKu1eF4weUBzElpoKpDX2UqQzRFbI8utIKxRZFnxvymmtHAefjokyRqO4PnSbyEjjMz5lTXCgnbFXzfJ470ReTA/qO1M3RcPBdjnWvOfyc0RZhiB8Dm0SA87IhVScUh7pdfD+q1zymSV2AF9KbLMKpslcxFydXyoM9cSCry2Q+qZDMNJIzoFYg/54iXfdgPz17vmyvJU8r4PrZUEhiQrKbyFAIBWAjovu6EYeOqbacH5/chHGZCOZoisJBnWTqmfC0aHuxtQ0wryVQH6/zsdcONUosWKoFtJB6UJH+u2/z+P9DbAs/ig1vSpZGxluXf2cNgUupv/OGpWtstPbdMmSkU4ZB37br8T2wQVHGUOry8demxFpcPObm/TtKC5Km+uLJdaa6FP1zRNJmF7WF67JVtmWNqevKECvztdcbYg0xWEgI2xKYWP3S/uSfsA+tk7kHnQrSdn45cCnW7NeCqevYm1ckENKUnCRYprwo1EgnWtvxR+uDpvLwt5Zg9OMwduEKovq/PLrViXdLlsiXy1xWN0S4xeyz2Q7y53QQWvm73//+3Nigxkav/nNbybiYLIMaENMGeoZdLAaRT7WGIIEUZnkabzFaXLVNRPdMjJYWzHpAC4L/nib1fMMzPciUvZmmCqGOjlU5ShS7jxFWWYjIq3JqQoZsbjIjYLuFC2Kk2kmq78CRKRrTt6xNEwk07BEzOppVrp+62RXL+c6Iz/OiRIo+jAK70cibPp2D+syx2o1q013jIJwTuk3hanIjUf4beT1aaM2fGtp+jLzvs1qrFGdJG/e93MnauqfnlhalZeoqIRQCmGI4LnAQkGkOa/6HAo5EY3V65K/jNqM47bhdzQOQfocqNymyph4psAm2je+EVV1g20OMV4Ogilw6t8EZHKodDlfefm0c+M7lIsgJsXJ5PJ2TS7lxzIyWEt1vt57/JKBm7oUAarcPh4MmY6rHUMby9gVzi2lraAD7akOcAQEJ9Pjcovblv4dOfLofTehtVlSKGxXszGFcJyqg5JovVtlznWy2lw3LqHdFg7WrPM8MZx+oTUg6LCNwoj8Tioi50n8ejaKvHiRTgXWD7rRvL+jIuWcD0N9VuFYelyG21Y4m8cpWIArG4FxMhucHtf4QlQWSFRavUzJjtQz4trtweDlO5l+97vfTSaSyYbzXbhdnjmaXj5MLLMUW40B26afTXdSEHMbTi9gbyYvM0CI6DsdZrI6wwwzzDBDCrjRS889knOGGWaYYYbvHS/eyTSpSKYZZphhhhlmmGGGGWaYYYYZZphhhhlGx/956g6Mi1E5mWaYYYYZZphhhhlmmGGGGWaYYYYZZpgcXryT6alIv2fQo98ocpQxsCbaqsl5JsNpwx7hWkFCmXStZWQ4MszRujfDM8OI8mI3OM0UuR5azGyujUa4coPd4LTofW4ZSX2ayerLhiS8zaT5N5yOtAxx3Wg6cLh7nI8pWmIN0Lcj7pHy2e0Gp7p2TCNlG877iPitaXA00nwfB7ao+Cnhm8umwVFRo0diIXTdUPogYvycvvTthAFJHH8TK0V3QveJet8Thcm55p0PJXK66TMAACAASURBVJdByH4P/+6iIN7pdMfh+cAyhhw7Z7xVmTeNIfTjMHo6Tu+OY5eG4ejN6ej4b20Tqdf/2nS4hCOHY7+zp7D75LjGtJdqXpqGrw1Hhidp+8zwsjFydbnngqesLjdDBNKUbzYNjjbuUpOPAtoSzZaRoX2XxPBf4W21x3kmF1ldYqUz4BATixdU3v27RQIxoQOnAoIOGqJc66TGa1k1KZpEUXdtltV99JUclhcVuSzwJqnC0ExWXzwSSSVNg6OhCgXZ9O+AQp2daZGb2g0+toapBhXZEFZblAXO52xA7a8o5U5lifngVxr0L9ug6Y91IYj1k2W/x+MNLNRlyXGHaFMlLo2qqKPeL04XxEFHxm1f8iEn9Mx2yaZ/V2D9TP6m1OQwJzYur5MIfl2U2B50IHOB1Syl1wfaNbrA+n6JuZ7BUU5fvAAC4x9BeE+hzruSnxw2rLP9JKT9yzav63Xm0z7DkPBI0uusX5pQdZm0md/vsX6Xiy/PHAFR2ahCeaI8SQXmc2l/m3I9jLiPzwYbmYxWIDR2jnwkVGFaKG+mHDuTc6d/mgqOXzRrvv59RhQdCBFny4pNket2YE2Pmg/ubaMJ+kWVtApvg33VthkkOn5uNpHAc9Hhk4J2DCoddrjEoqpU09UhrtDFN7L7nMrJTaFcFpZyXrGaSoXbVvDh/BUo/WuCybmsFHzkFMGIrH7sEfavdLawDJP8VIp5zPDc8OKdTDMH08uAMPCWA0p2WVuRILL0qlpStFBnfbnGVavAemeRx2D5TtdYcGppB0uzmpwXH1jzGT5DGOkzPCGyrHYHrE6ySbvBRzrsyXUv3xxw2AxUynKqvOkWx2yVt5WiiFJIrJ5sYlHyDKOZrP6qoNvohBFRtz52kxIoOa5tdpRKbDbXu3LjlqrvEL1JEyV1VzrVsOFvXggjc6saXYkmtMlV+1OhPNjCuquLcsxJMC/8peN796LM8cFwzgBHFziwjAxtguOcrnKOf9PV4/Fm2T9O2Sp7nXvOo66P2cTcZnRyE7exiUCpyWFvidPdBv1SYKwCelKUDFcGx93EBGUwy2q3B07VqZwokuCNlcmndpm1bpXHhua+YyA0Zq0aV8BVhJx/CZVnVp4tcm62aGvH30NiZbAxMXT7spqXD9kqe4PALjGmYmoSLLY47MDRRo33RcYkLHc2qkGZHrGaWRTSHJLGN6Cdc0JvREA6+alskY+SM5882limDVlnAj0jm+gZ6vBE558W4Ypl3loQrPJaElUaQe9Q1R0sPYHdZ120oHXH9f6Z/7NCnbVmle2m91KSqzfL/sr3fbXbIK9WqwysUwv1HodOWzP/0neDF+9kmkUyPS30pxvqCZMsBwupF++5kDc8WEpRntq0Egxoeb9r+WffNLEuNrhS+nvrbtoKLNQP2KvOtN+LQ0oDItpItrnevedtVwidWCBhvXcGd54j1Dpp8+asG2nc5Jtd5XpvgfWdtrYyXBUqrCw/MN9UjIeZrP5qMFYkU3DTjqNj05ecHxaWoSmTDoQN6Tj4T9K/uAcCTr9tro+FMN+qhwUOnA2Uu8nVGdiAadC+aSlzwW0gvPE8Fsaz48SxLvT3Vx13Uy2FbTf4ULvhi7PpKhRY4CbCOdQSffRtWEw+1ZYpD7rk7QbXvapbVrnfaPBYrXrP72z+ojb1gSiQhXqPt+r32So75SKfzKoiE1F6UtlwHi/xrhunlyqikqZ5D0ub7qeWccy81K1zm3BqmENW6dRALftdqUALf6RpRMn062KOx3Kdr7UN74Q+i2ZuSpnXln9OgaR1K5fhSvd5nCN5mLUwZaSUmDeV+AqoEciXSkDJG7fISKmgczswn33PFeHQ0+iVcRx7ovz3vubzgM0r39NCvcfe4oj3OqnxRUYSki3p1wDfJ9n49/GUNtFz1OGadVV2JqZM+zfAN7b78vt1Flo1HnvIiNFLrBYs1DeZ00bDefMycm3UOKZ9ezgpi19qu1xvTseG+R7QbxT5wNn07JMpYWQn0y+//MwvP/8//vtvP8G/7LD94yvf9389/zP/9b/+a377+/DvxsXEHEw2nObgSwXfqaWrrCsd3i0d8752M11DdFhMu38J7QdPeR30GwbWZtMLhR/mXlEIGREBYyPpFP/hmMctp7/+BbDfKPJpUXNq+UTjmhbJpw0J92fEjdVzG5/YcHxpSGhhYxkncNYEo8j1/gGP7TLvBlWx6Lo/a/CRA/aCt7dt+tms+G2jx2q15C2wtjitdzZLvhPAJLxAWR1ZFt3ri7RbjoVTYKXTTWf4PZPndzBWJFMQzgk3N1xFbTo1J64A18VMKH3C32/PqBw/TU7At2lRIiX6jV2ubjT9lJtOlgI7XvOCr+V9aBQ5uj+Qet3k/GKLw8EWllkSmyy7wfnlJtuhFJMT+extLLvKKl46oPv837ocfNAYNw1OH868090EWMYGt5WOOOnOVpk7yXB0LPQetGln7t1NWr+3yE63FP1ccq10HOJfajmxiW15MrZQ7/H2wYsqsoxdOOuSt02s3gMfXT2JN5Zn8CGT4Yt2Le7xyJLo38Odl/5uGlhbXbbdoIwqe1sGR5mL4aOwVKjjbTc4bd3jrAVf6z32PB+XOw4rnZ7YfC1qInoCEM7ZAus9v/ykS+GX0K5b0VFxsdEwoNlMx0TYpaGRMQ3hUBkpuifKSe13JoTWDRnhocICyp0BeYSDfjKRTF4KTxBHLVjpdMC4DKVvejavZmxNiI1q06l9Z4wnjaeyidxb/Pp0eMjBeOOs9cph+k1UxHGKNX8Yu28USJ3Yt0XaHfeLrA0G7tip0XCj2XPRc8pnw4TWB5trY5fPdzd8uYGFSp03tCGtvTzufuZJYGMZu67Nu1Cp83apjbWos3vFAdPOIDvi9d8QykHC4WAwupPp1asfePXjD/zwCs5/0f3iX/m3P/6BH+Rfv/z1PMJAHg+TimSyTjQOJoDcEgsASznmFpeBGy030JNh2v1L075pcPqw79u8WO0WV7UWj8OcEESeNgh4nAqjpIQMiWcwrtdFg7luvJGdb0bntcdeL8daeMen0/+xMGz7kQu7h5WIz/t3La5yLbHB2D0h320qBssdfVue2C0tcyQNM3czne3xyc2jL8Bm6duf1DyTdxEni4mwG3y8W+bdIDpSbNz+jYwh258YJ5O7WMdEMelSXlz4N3PBue6PYDKj+SBuEqIMEvB4UuSqJRxzaeeGdXHHm/0sXMLKVkn2/4F8U5yQWxsZrM6A7dwma8GxthucOocVhTL5rMl5RvLmPCPj0+doSYF8c8ChTJPJl7Lkmz3Wiyc8Ik6lXd4SYK6Ubn1UT5zFJqbrRgtbJuRLnpPmY+uGL04kJvBW6kk3fVBGMO0NqpKQdyPgdHzgq+SoU4shiE1bKyB7Bdbry7QzxQlH8JXY7tU5373Ecp1MJp9qsN4byIi7pDY85+xKJ6JvPi6+lwqHc0VG2AyJfuOEx+WCdLpLHTZiT/KlptMlJhfJFEhPcvStal+WclwXY916GgyRLqfqqgj6iJHxVDaRxK9Rh7sORudwJLDWD5Uu982hiVS62eB9rINzlLVftVfCkWK6eWAZuzxunbHXdBzNNue77fT8fOPuZ54AlrFLf/+MQ+WZr3drcBD+bb9xzNf6WeAwI+X1of35kN8Pi8Bh2tTS5X7c/oPv75//9k/83+3JRjHBt+Nk8oxBj5DRcXqIUOyWCAEuVCirG3uzwflxjdsbce1K/YDtqvToZza4LVRYocXtTYVyBz5utPiitmGbnO9uyOuFt3KnGfba6/qn4roIV8C7LiMZP9Htm5wf38mNiFQuvZOI9ItRoRp1I7S5vDQymWjSuI4LbftqSLliTPmePc5zn+b6JDx7uVOQ4JyMh8dlYBlF+mddZQHt8QhwabMqU+FWF+HoYksZR8dQFadOYxNQvjRZhVhZTKMj1dPB9468Fuocdp2FSpxyXTknNoU6b7vVkKHzLGRxUhiJQ8KP1W4g5aK9zNuu9250Uah+HTFMupyANhVuqc56/YzVzUtOM8H0JAGfs8U0xOmcG1XjtFmhXEU4KyjwJgdksyHOINcxV1/mqg2PjQu+FmDlYNiomDgy3TDpMBBOcYqMJrCx2vCVjH7zEXldlvmHIkcbgt/QecfW/Q2vt+LfkdVo0L+vyVSMFkctWCgUoCxC8OcWl/n6YEMpC/YlHzdqYhNYwmc4OhGZeTnWrzsDDoPrSqnJYQdOnfaQKUEtL314oVDkdrnD4SB6UVqNDyYaEn7nxK2cw19y8gUo7y5q8+07qa90pHNWd3Lvl49p8zGp0FIYqHKZ6pBOfa64KMroNueqTbaB7aYpolaypIueSsQ0OJlsrnfbvOnU4WL4qy0jg7Wl8umkuaWiqzplPm/cJxCvh3VO5IHGk9pEPCMdPh2I9EagluMU+Q5MQ9Ik3EQ69yyzqU9zHMPuSw+FtyvCSRZL7u5bk4JrozonNfoiaBeoQV12g493Zc/BBJDNst3tqj9KZQNGInIfnnIfj8l5Ue6HChXKZWjXhi8S4XtmDtjL+p95tTvQdT4cxTTU9U+Lb8PJ9Mtf+ds//fNwCjglps7JlF3ktbupECfazmnDXLXLO4q8b0O5NyCfFUr5Y8Mm7xKcbbKWq7qh4JaR4dwcsF0SJ2pfc23mewPeXRq83xDtcFKUp4hwfXLBWlc9bTE5NxpsN6uJ/ZsIEtsvsd110oEytJVwyPGNKkWRVbyTUlCimhKqlkCPx7sRqjE85bhKg37kSKQ01yfg+cvdGFWfNDLTbxT9KRsgT94PeMslfWTKyMUd6/txxlt4YxriZJL/G954vEBZhVhZTKMj880Bh/uCQ2avG95VXhdFmo7rELFNzosN5p13+NTPH8B46XKq/EiS1MxGwiavwJuk29kNPi9vsZf0uzGhS5d7s1kVESJFYZh/yWXiI1yVDZI/ukZBZRkubQgaeNkqe4NN+naWuZ7BFTC/uQS1CAcYaDYEjsGsJ9Mdh/jbhX3J5+UD9po5N83Wa+fCJVDVwZlTH1Q7I43j876mpGI4z1Kk75Dq5pbgogdk3apSwXH368lNdnqLPPakQ0JJJxWoUFYM46BT00n/sEyTfKkkOXCcwzUdX9IY0BFaD4Uoh2OQrDdKPr4d/OMs5bJT5vOGrMqV0C+VU1BUnAqmp2l+fx/xJQClwMZaF4kUjpiIRvpIJqetpOgLJxV0lQafY36nTQfKZVio99jJ2dCLvdiPQDrn5+Bnvv6lk6lnYxM9Gx0+efQbRXeMFwoyUq9d513X79gT8+IghR4Y0e4bA56TTMOTpHEY9xvChvOgrI2hKK0hI5l691AOc5+pSLQBkxC5D09no14Xj5k/6HFYysqIodx4aXk9PydhHHRRTMNc/9T4Jk6mX37+G//0z9NwMU0mkskyoN2ClY7uDiW23ZO2KnsaR+HKQdONYMhvLfPxQfnSvuTTbs2LCCnA6y3l+0JZTMZFRN57FvpLIgcdu8HnVourUFnJCvmmo5SS+wew2mXEUOV07QMifP9OGmJ3D/SJ4YSIRWAhL9R5t3XhhuWifn4GlolLgBqCJkQ/HdI/92iYdvtj4AXJ3bCKPrxYqpsHz4BZ6QxYe2jzeqtLngvOTdjOiROXndjbBU6LhuFk+hXLaqyOjIPdEJtxdcyyJfLLx4KnIZu+f9PXgeNW+PH0nifXJtbI6XIe+pdClp8OztjIZzxusFaqMierBcUd+Xw9LnK0oRwo9O5haQuxo9MNSlY4AZ0NX5SD4VtzMimwTtq82XciAU44N0tslwTvEtrS3jGkrJUKK60bbls6R6S32ZpfKgi7IgrZRV63LrC2LsSG1rem6vSkaJsTg/xgwLbDMTVIoY9tW0REgNSvJbb3lziVpa37l21eR6WijYrYKBEP2qgjyQ/jzMtEbqS0iEtpiiT+HuE+ObFxvy7m+NDYjFwzPSeFlBvT4HZMviCP78ohGx+ekymuqmIyWrQNXcVD8EVBpYq0KpGvwNelHnvVXtix3JP3G4aTacJ4fjbRr0eHe5Qdddbvanwun3F4cMLpBeEK12kxst03InwcYDLqqOBw+xEqCuGiUE55gyEjmfyd8+/9Kh0O9x9S2IAJSNqHE2Oj2g0+U2ZPRuSSzbJ6UOFzWht2LIgoprdp1lQVobWu5TrxhR5O+H6k8xF5QBZw7n4DJ9Mv/Py3f2JKPqaJRDLlm7AOXF0w4ZBmk/Ncm/mO9IAivfppL88u8rpQ157uP0e4HB/1Ol9rNd4rRKTprldOYZzFyDRE+duN6MVTq2SyVfaawgscu7mSpINrKfv4XeCFyR2QkF4UV5kry+pBh7lSsDSszfXxMvkuwD7zxSKnEFtdzr3OuBS8A2k39jNZfcGII7pMCfcUORwVIZCUrpIUyWRjtR1Z9qDduOlOikOcTBIjceNFPaPX176dhUuvbwv1Hodump/N9fEdb86a5C8Nru1vzYFm07+DhfIY+ZJBwtxSk7xR5PxCbl61QxrjwDQNjiYSOVMiX9mgvVGhLJ2qTpQRZFk96zBHKZwS3ExOywnJWqVDGZjfBFji626Dflc6uZo5+hp5nQzi1oIYMuSx0o/iujMc8Xc8YtI7Vf1xk+PovsOhJnggqpDL6DD5JHk0t0uMnC4XrjgsEI7cGSKCxY2WG/ijdRLgcQ9GhS0Nwck0TTyZTfTcdfiIcNLhKh0Omzmui3JRLDWFzrYbnGaCTmzFYROc6xOx+xT7IzGrA1cmFuod3rQ3ZCp8j/PiBY/O3EwVyRSHISOZlAha1T4Qh7IlYFxvzpj78GkgtwTHl1CN32M5UUwheynpetUpq+VcSvp+cpi+k+mXn6eWKgeT42SaihfcfuBrYZm1nBRss8Gn9o2W2EsP4a09bSyOXa58XD6SJDiL/UK9J6pEbMJprka7KE8Zql0OE9qINHASlGeolLILk0/tMmuu/i6H86GzVdYo8r5d5t0IRm2/Ae9rUB5MI9xVECySFdX6PtRgZ9Ac4v2Nev3LkTsfYgz2WDjGlOL9X6lU4KApN3VZ8mW4qi3zNlYP3/Op2JaluG2uh9oovXRZnRKyVd7cFf2GqG1i3ZVZG3JNnI4s6p0moZLyMMZiPmYkk32pTZWL2rgpF06AkylFKp8v1SvL44mIbDgcZGWqhcrXdMLV8gGHWWBzic8nJqvfMC3JrZJ3NqpB5i8N7mB+Cdq1G1Y6w7Zrcr5xx3odEembZqMR05bVAgoOP4gNKM60rLfpHLYIR1jWbK6LDtHxIq9vLnhkk/nKEvP06Jf3tTpq3AqWafiFovmYJoxSM8xlNRaGjKS0p38Ubxkb3I5IHB7fruNcKrDeO4NdEY2Uv8jIKKI0zqZNdgZO5UTFWVXRpjSkQ6nJYUSkqyDu/8Z4EpvoeenwVCmEkamWyuG2z9Gs8ZYGoq3SpcuNY/c5kSPS/rAbnBYb7ETpf6VK7l41x7VrNiiUJzCBSKYIqNE1aiSTY+OZOVZLnpz0g9+PagOOuw/PVnlDkWsnasq2uT5uBVL8AtQuSfKcrfJ2ucipGlVqm5zvHsOBV3wjMoop1fXjYshnIsd84Y6PDZN8tQR2A7LV0Z1MP//lz/znT85fP/Hn/wJ++3v+uP2j73fTTJWDb8DJFAPvdC4jPLU4JwctSQZXZadc5H0uA8gSg+UC7Y0i870DHuWEOzIWOdwCWhucLvXYQRjrdAZsN8/A2PVSxQoFFpYP2GmOmoo2YaiLkBpmNzYHgoKbex6J2BjaDT5IYzdc7vdYbvgF5qp65Zu82YrG4z1Qmc6mPX+wzAfHIC5UKPccB1EwesKJNPAbVuNcn3/ucqdDZOpBgfXIiwInQYOBiJ672JIbAK/k9WHvktNMxiPDVWE/8PXmzuUQcct9p+z6y5XVeFmaT9SRWa6LGff0/ch5f8qitto949oochQgfXx+chiIJKipkZxqgQSYJmdEEN8yVU7HyRQH60JsCNU0g8gqhXaD0+Ml3jncfNkqb8lwZEyf/8bHU9MZjHjybrvcEj5CUUe/DEQa1tFGypB10+Bo4851QK5Wm/I0PaOtSPh4f8NtLewEXN932oLyYMBao8j7IiIV/WHTLTOuhtcvyP4mPW/fzirv1nv+VS75zBI7gC8dtVkF02Quwok0v1RIuGcSRoxkikD0BnYIkuYJIYqvJh5pnMAx6V8ONOkvDnfNQv0sMN6jcTL5o+HU92hzLT91DiotI+O7h3bsFcJpcZ1TUfFpw2qiUwODMpViDXkim+g56fDJR+dNDmPZffYDXwtLXoRTdpM3nETvlZKcZA5SRzL5bb92RjiwDgeqrSEO4QSi94TCxtsVKZUAFFjpnLkRhvE2YMJ+Jhu3D++Sv0y2UVe7B5wXMxy5xN8B/WT3mDvrsJLb4La1wVErbp0RyDe7zDcMTjMe2fj6wZlL/dJv7OqjmFJePzaGfqYsq11131jgcFAl8/e///05scEMjd/85jcTcTBZBrTh2Sqj5wqrUeRjjSEIOv3VWRIXljQ8CprTGrfaRyRXkyAajvT6p8R5BuZ7ESl7M0wVQ51q+05RouROOgmWO5TZ8HNTuL9xqkJGRAzI0yLdJjGKk2kmqy8b/k1BCsPfp9OSFu6I1BlfG9NyWA0TyZS+wlP0ZlH/2w+UeV2rRcy5mMqjSXwdKfg8fH2NjRJKSnHyvp87UR0TunfnN5rFc2lSoWLWT7EpKPv6G9Y/MSeVzql3zDOHHCwh4u8CCwWRThO+p3jv+cskrh1FPsYlAx+HkymA6ZJ7D5suN2J1tTTj6Tofk4i/gxEbNlbjhI81eKteK/mW3sbpq9BvvPmgfzdxz+/ImzrPotIKC6xU4LYV/CKoo9T56VRUHqIaqG5OpRmXFHiONtFT6/DpwL82piZcV55/EnZf8L7pHdn6tT2s15S54nt3zhzwz43huNO+3UHbpGE1inzkTDvW6YtSxUE5kHkG9vo4z/TinUy/+93vJhPJZMP5LtwuzxxNLx+yZG6cwWXb9IOlU4e/DacXsDeTlxkgRPSdDjNZnWGGGWaYYYYZZvg+8I3svhkmBjXifqFSZ6f5HKPpnx9evJNpUpFMM8wwwwwzzDDDDDPMMMMMM8wwwwwzjI7/89QdGBejcjLNMMMMM8wwwwwzzDDDDDPMMMMMM8wwObx4J9NTkX7P8C1hcp7JcNoYpf6tzXUx+VrLyHBkmKN1b4ZnhhHlxW5wmilyPbSY2VwbDa8ahtpe0fvcMpL6NJPV7wGWkeEok+F81FdoGpEy0m8UOSpqZDEISRCt+22/UeQoM6SMyfZGfqbYdkeZk88JtqjyKeGbv6aR7n2ZBkcZQ1T/0f8AK8XY9+3AQE7rvQ2BsedDJMQ68JTPFg/RPyELNteNITv6xHND6AlVJpV10NEvqXRIcL2W4xKQd0dOYtfH2Tz5FULYRUcZzb84+Yp4Z2ntp36jqPmd7Esana30IVFuk/Ai5VqOVcxYW0aKsTQNXxuufRL7L26snjfCYxIj/6nkSiOzpjG+TCb1Tb6zkavLPRc8ZXW5GQSGI3vzkKqCjoLXi2EGNMvI0L5LIiOr8Lba4zyTi6y+stIZcIiJxQsq7/7dIoq4M4BasGKNAg3RpXVS47WsHBVL5Bi6NsvqPpxmjDBx5/KiIpcF3mwmsfjNZPVXDbvBx5Yg6By5zGypyc5DkaNiOaT35haXWShvJnAF2FzvSsLXQPWhhXqd144u15Uyji3WUGBeqXivXxeGJPvMVtnr3HN6abPqIyiNJtFPRcDq67a+cMTQ7YB+fOxLPuSEbtku2fTvCqyfyd+UmhzmhKH/OmY9tC5EMYE8eKTcuucoqc+h05MBotbLNq/rdeZHeNSJYBLzQal2FSZi9cukc8/TXA0SSHK1MjAWmaseK1u4+v6qNoRd9ERzw4fKljuX+41drlo3XLHI4dY9X6hQTsNPaAIV+FLLcb44YLtUYrtX52uuRtvYEvNJkZPYdzabJy8UwQpheoTev9nwl7ZX4NhzwfHKN3usF0+wKAk5sU3x/742TD7VlinLqpd922Yum0VU0OpBoyfkxza57uVYLQXIszXr5g6XWFSVirs66NfHFyXXTiXCplC8C0s5ryBOpcJtK9h3vw3i138m57LSm1vdLLLCslogYAvLMMlPuers1ODbNwjodJ9lZPiY1JZ9yecbWKjAow1zWa+q79tUJPGjz00ovXwn08zB9PSILqsuSwIP6UyKdFqpJXoLddaXa1y1Cqx3Ft3J48Kt1rEvPxClNL1ykCbnxQfWfAZUabZpfxHIstodsDrJJu0GH+mwJ+XUK4WsGOxOtQ/dwpWt8rZSFBELiYW4AkbNTFa/EyjOnTgHqA96o3Ouesb6/eVofVCqe61m1Q16TxoT/z97Z+/ayJat/Z8uTN7n4I/gJv3OSAapZTgzTCRhN8fcRHJijFHqZFAZOpASZwZjcOZEFRgsMYlS0QgnViWDD91Cii5zD9htgVVnpoNJbIkz/R/oDfau7w+VPtxtn9EDDW1JVbWrau21117rWWsZ15TGRZQuoEGwb1KlnAchUO8XW7xL7XMSs75bb/VZPlMZ+hXf9HMgB3Vd0hROTr2XdLe99u8mFq0L2PCqAebmsM+gm3ZuaKSzoBl0ApducraixmbUu9+R3BAZnbcSojGBvUvWx0aBzU6JgaoyzH2DDk1zmg8gnBS+50jEuPZ8mGFrjMPf0/o8QFZmh1vfe/F85oZ7w+F0RBsbxJ6Sh2IrfI3y2Szf2G088Dq6be/Ys6lZzBMbXlrnroA5YHTAC3J25kr+dqBLFnznT8zRGtPxvIbqKbQ61vO72ufE3hG1khZt2jMZVrtplmzHWnrD3cEtxxIINonf/chOjuPu5bnLde+yBrVb2od152eZCpvVErtVa+zjuyFKuZBycL2vkpTPze+drlb6HBvneqH+pSAErW+rlfDjemdl6fAvSaeqcFhDjUYsIOrgWCemhIS4dwAAIABJREFUn5uwYDIt8AzhdVq5nVVyo1Qbs5DKKFtb/jnUNHqXea5t8+rG9KBnWK0ccVD6jWmm/wQERXZcCI4Q67T373jbEUInFi/Y6tfhNm06L3tnDd7UO4ELcbLasR1vLX4OI7kW4zpTZD19z7J9E7CQ1d88ekpAm+aAdsLhiLNR9fXsRxhDRsj2fowTQ0wdBozL+Li9ZygNZDv8jLwHY0NfbPEuNfHwQuZozhvIyE1+/18dusr7cpcH5PPNZFily42vcVcTG2yH0Rakm2yO79MU7zphuqAouhhpd5DaNj/tKacsS322tA0XijZhZ8zZML/5EMFJYzIRvg4mYne7HSv4R62fx9ywnvVQzXJ+d8Tx4b3JDNvNYdvERGFCTucM8UbwF/PkNwdjE2uXGdPWC5MbnfaZFQw0AwSjHMYzGxyFBb41Pt4dsVvCdPxsVbzPf6NUxQgAPh3D7eXJdfKwwmqtzKCPfC5X9GqwWtlmyZddFeI4NhAvcTBy6jTHPlHKxUN5n/Z2eNDnucLJgMtbzK34DEF1TaFRg9XKoZwrhsO6SGG0Q28KEog4TfS5ObWT6cuXz3z5/E/+/o9f4Pd77P7wyv0LPv90zd9++RWA7//wP+z++HraywVibg4mHS4S8FDEG73K16TRfMp5uTuWsvtV8dTj+5r3P85Z4DHGXJuhcRH3+1MGO0aUwckOGapZPq7Zjn0hz3V8JGDM9RlPQQ89/rk8n1Bav3RS+kKnp5xBvQpKlvbhEYNGgXejklgQzZ+pfOCIA/flzTazOm21z0YpZy1+uogcHZjGjn8agy9eoKxOLYvm8VkaNStauN7qRFv8vvH921vbGnBe3zKs5pbuELm9sbNVsiPK6hmn3+HB7A2vkXfrpOKr09E+hpoGOenU0lTaiZJzzvhcywG/ND/Absw6kBkTCpwFbuNYU7i4r1vR1jHoKftQ75DUNXr9ez6Yugn5blK8q8P7WMxp8JnoMyBFEhje31op55pCb6fDrjGMeImDHYWT2OUcGBA6PfWMD+UaD/i1e57zfHDLg0c+ND4m7Ay9iS9gY+8UGcDYeRfM7rYjyobXiW87N/zSJmznKyc4aQiG+YPjWU/HaJ8Ei3kSArddHWIrzbqGzwzXWO3MFGMTLtYsAljjloxe18qecwzVM6iP2I0LO+o9dQ8b7iLRgEyXC7XFmwYURlWW1SzXPs5gQDB0bH960uW6xtwSToMkeNLULRQdf71IuZZr3lAXJR24W2NzNDLlze4wmU7ewtK3ulzbAl1eB4jEM5wDVvaEjTWtKZwknAp7vTUieelOyfRZ23SVC3nPD40rhqUSqPvSYS2Y6hPVrZpybk7tZHr16jWvfnjN61fQ/OL9/svP1/zzuy3+8pdX8u8mP31+zY+vp72iP+bFZOqd+TiYABIpVgFSCZbW0kDXtzbQN8NTj+9r3r+bBuqCGR2cJX0jKp7Bc21nFZY64Qo/WR0Ffh96vHzWYqF9mvHPhEnPH7hoW1gP+Hx4W+M6URNpBvtnJDtV2+Jzy1CXLKaUpEhji2rF+3w06ydlYNu/PsCT4pm8izBZHAtd5cNtmnejYKbYrOObGmPP76baO+eUMxKtBdfb6ro3ei7DwYgemV9bTi8nap4NYxALIjDFyI6xThid9mkNyIz5XTQsJe5pqgl2S3HIbYPiTP0Z3t9C8Sh4ns0hXe6p4DD0x0FX+VDr8mCwH4G3UjeZhqiMYB+MSrKYZ975rvV7HmV9B3sDgoakyzvlUKSBNGLZYCdFlHtU94VDXq7lPTXLe3XbfPZPNR+uXWlx14kYnyp99jiV5/dLD4jgeNLveQRWMxkeujV6WtV02s4Dj/c65KI97G87N5yMMcMecziqzZSfW2ujod/zSIY37tpYrjFEqxcl3pcDi3kSPk+krRclyDXTGj4HDBOHHI8OTeeaYKYcMXA4icMYXDYZNYJ8Ntl8z6EZKFwqddhTs5zE0tbzipd424LlRAeuFHp18fmQ6LXSzEBOQO23yOlyL1KufZhK3TznoXN7jPz6IuMIIrid2OL52PCC5oAXTrkfyE9NvetbhkCjaVsbVwvbYNs/T+OwnnZuPm263Csnu+nfX74AbsbTbPhaqXKWYWgVkjQX2WIRaiIaQaZIwb6x11Sap2VuuuLY9coRu6Ucpjc2U2SdGjfdIoUWfMjXeLCfQ9do7ufl8X7RjuDx2dHOwjXwrjM+Chf1/u0INRIi0sGDYSmuSYuFA5BOTU1nHXffs8L3/Hbj2WYUO+49jIkU5fhxeCFyB4x1TobDoqL2lCzDui0Pn75Q6Fc6GzIVbmMNTi53bM/RMGoE2yg5pcFp4qXJKoTKYhQdadcd54a8ZiocdwwqgE5bEUVlAVYzFd52Sh5D4FvJ4kbHKXu9Rpq3HesZeGq74J6LEdMebKwYYSzlWIq7UmU0hYv7w8i6dRYmk/WbM2lUiijiYFbGQrxE8i5LWxdU8WSqYdt86fQaWIWz546wpgIBLBB3zZ/AKKkY+yMx/9ob7uM877tDUur2ldaIY/cjyFU5bsGFzWnROyvzULNSdlczWW7SRuqIPzZmzLRaKnU4CPl+7vPBiOh3XBH+ToklTeEkLxwhb+8SpjNF6JwMW/3xUfvhVYMHMmzVj1hJ5Lm51NjNjZe/KM0jltLwcNdnfCE/656/3dyQcEW0TUd1scLWbc161rIg+fCqwUOmwJ7HH1DleCT/7yMTYE87dG087RvBxTyZnXUxwxpufG/V47KzGuIOe3S9NWIX41oZjzPDSGkVNpnUxYm8s9aOdsUgnZFyF+CQMOpnGmlkktXx4ArArFb6vKvs817VScrzJ3NCp1zYHFKDO3hsBOhtCGwk8wBQTnCBfBaaIuW5GxgUNZ3YL1KubaldAU62UL3oThV3rMX2d931BBU8+0wnKWw8nskcsK6pMlgDd3DECJY7A4T2m7UXQBespw/0GazVKbT6JF1rl6cOXlAd0Cnm5vGo+nROplc//AmaTZp//xX4A99993u2fpyvgwm+Qk2m+Bor5qZCRLSNGi1LpQ7vyHLegEJ/RDIulMEHm8Iit81momTSEntKjKZm76DRYLk/4t2VwnlenIezLD0Nkjlon12y2bHVG9A1morKrlGPI2R8c0HE8/stiLPTpG1Kpmh57cFmfIzt9tJncDtFF65v+Vzl4jI1EynK8WPwEuRu6g5QPjIzVLNO+jDIKNARb7liiPh97/KWrcMwh5Z3k+qpyST/63X6vUBZhVBZjKIjk9URx4fCKDzoeC2cdlZQxk39oms0syrLxjv81vdvh67yKb0Tunl4TpiZyWRQsjMZVruwUpRGS6ZCoTDZWAZ3XVgT/0/upDkxinxuFyBxRq9UJalf8Sntk7Zqx0wpQf71D2Yp/G3CGHs1YabWWue5NAuauuHUTdvs9dcY9K2i7E42W5HCKNjBaaTa9jSNZC5HT1GgagS0RKrImxnYGbabtVJ9ii0Oqt+A/W1LcxWOJeHQGar7NGqw3opynxofpZ2RjOdIVjLclPM0d8bbNPZnP1SznDe83SCXUxlo+Nc8s+NZzI2gTZjROQqgPhLX14o08mf0Sjv0yl1WK/UJHftWQ4LjUTTZWcyTGTDDGm58/1H+PlkdcbyjcHEvP4iXOOgj0tBAMoMzrNjn35hSGcHrVI1GzJkeanSc3kpb7PbVSt9ySMvOZ+3sGUulOEu4nX0azcsdDqoiFX5w1Gf5Ns1KOs3bThWkLGCwYvoKTVeV6aGaNW3T1YzcdDcqvOs4A6JmXbOQzIyXKdd2J5tPnSQfp5zQkfZPbGuxpyj6hEymKPimc8C9b8hznilSqHsD6M4aY743wu6oz6Yel53kABIkc3H8ghljyQczzE14QicTX77An3bZfS3//PknPn8BT+mmGTGXVDkFaXT4XSHHrvkySxyMvL9YP6qaDIbkTpoP97Yv9Ss+7pctRkgGVnZs32cKQsjWEMV/4zBMIXIldZVPtRrXnpaPRZJVYzM6fnwAGx2m7MYV7fzzhSvnNlPh3c6lmaqE/fM69DTYCJokPnTRaHjq+/4WzzUiXpDcTVp7x7uQ2ZW75dFfb43YvG+wstMhySVNDXYTKh9ufSKyDrgiOZPUZPoNy2qojgyDrno3TvEcyfQpPd2oR/I8ZBFkS+CdzlRXeXEwo3NFCvUUHxINlg87HB+KelGoDd9WvMGwMcRyO6znjXe8xgqCDj68uuPN4ZhQ6zNNl+udNXhzaDAiz2hqOasTV8uPou+nm2S60JlCcjRi16jxFGUjrusm1V7otBy7hykuZKvn4VXDufGbCVIP6jrts30u1MTT1rhwp0tnKi6Gq87wFuie8rEV8Xkh3s0NGbbq0jlUqrPVSHCdj82lxtDSWhq6DZsuC8IzmBs+jGFrw+MKvOQO2cokZAS+SMHz7sMYgzaEOsGdKRqLefK0mHoNB7nJXuMiEePEj72RO6TQOpQbYTdCgtVG17EzjQ0p18mdItTKDI782XGrqTCat047Kxj8N7UMW/0Ru3GN5mmKZYI7o9phlfWosHVb5lOhzvHRGReXeLtgh+IFy7UsOC0gWUcyuAsEO7szUSNTT8BkioCnmwNxlgri+QzMgBY0Y0HOsnFNFeLzC7TOMDfhCdPlPv/fP/jujz+Yf796Bf/4/IUf5uxlmgeTKVmFLeD6kjkXJtRoJhost/ocyxc0VC1v51jE11jJVHyj+79FOJgpBttEUzjJlznPBzsUfJVivMRBVRSfDd306SrNq21H4b7/eLxEuQv1tgdTUiHOxlGLpVzOtcnTaZ+mSXYADlnOZrmA0O5y5nHKFclqCaI6HBay+huBTq9hyIwF305TfkVEPbU1JMJq0EmZ2J14Y+KmtbsimO4UJA+MnH8j5Ui1uj3JguS9u4jdtcSNMKRgSzdNsJwxOjsaTj6dNjshRrBwJKwW5p0rOofzuhsH5KoklSzNS3hM9a321A7E2ai3WCLnTcOtjk8P9shdsUUBWN4GSPG4rzLsrLFSu6RXTTD0kd2ZEY+zcVjg0/4VlOwdkuY8H+zsVD/HoXbGdTfDaqbLzekVmxHadVspD3XHZmCjXuFTosxNPsbjrA0GEilWqTk2yV48l7kR5BhybnhEZDzOxlGR63zN7JzqxLiOSZOw4BfzZOJ1A4PVErG5xhww7F/yQIbVDAz6Oji6PcZtdc4MOfNL23F959N1zNcZKpk7Vk08PWCULrnUVdrKHY+FQ5J3ZSttyQjASmb6ektez0iHK7YkW6psjukgJ853EbPVVQQc88fBsn8ucm0L+o/NHMG0xVcrLd408jKds08ze8nAeOyRmExhmA+T6TnNgaSc9wPzE2/XVOudhu1pJoM3Xc7rAJt2bsITOplefQf//PLFrMv05cu/+e4JrjOvVLlpanSMhX7PYybNZkI6mDSVj40uHEU9gYjYX6hrM7crn7UeydeAf8odYxWbp62nCY2PjQKbpuIseAt2xktsYlDZJx/zUIXzMhRGU6Q5jYVVPHOoKrwvw96oOsH7m/b4Fyp3vnIiUlpCYTiY7HnTxSIcVaWxESdZgOtymrehSv2Oj9mGbAur057IGH3psvpEiJd4c5ulrdsKqusavdsCmxMusE8ui/qVb6rc+E5TU9bW6KtcnMJeJ+oxYV1Z4MEdGQSfuhGGceEygNw2u2xjvt7y1x/eVsxXDFLbtk1n3FPrCu2MwVqIcS0dCVv1+TIBhur+jOd1tqE2sJyCRrnLeivkvHHL+T1p4wuv3Om0s4ZzYo2V7iUDtlkuplimz7Bw6KsXJu22085mGRzV2c2JzVzvrMxD2qKJP9l8CIRG00ibq0Izluc8dhdSXNaaJ76BrXiJg9Ga+E05wUl5nMGv02t0odv1sK3edUq8LZZp1IwUPCsNxnzHz2ZuxEkWKizZ6uEFyYZVziDDai3PyW2EzeksWMyTSNd8ShgF7Ieayvt8DSqH5nfCgZCm0O+QjGs0swku7n3GbbPBVisphqoO9meg91kqFKEr6tQEMtldQcf11oikrFm2XHf/WJflSeLe5hqZClvpW95sx+FOsoh80+UkXOxJD1xOsbHpct9crmUqt72YelZlL2guO1KUE7RNT0+OXVnupAdzYDIFwP7+noDJNA5zmQO+MNYk4aCiUGCQiHEydcdUC5Fr9U45N6d2Mn3+6a/87Rfjr1/46/8C3/+Zv+wK9tKrH7b47qdr/vq3XwH4/g//w+5LrMkUAsurKKnTZjGvmiz0VmKvkOU8EQNE8eS3hQyNfJbl/hED+cJOlDWOd4BanotUnz2Ed5HWiN1qHZR9K1Usk2E1fcReNTyH/2vBN9riRlDrTyIKePcuuG2wrvJeKl63kddTTuWGX2Cp5K8Yo7Ub9sfgDig+zaY9eZTmvbHxyxQp9A0HkXuzaESynApnluOTz1zufBHYYS7DVuBBrijNaCTYc5c7srCirTZE/4qLWIyeLzX0nsfurckGMVvPRhz6y5XVcFlaHqsj47SzMTM6fmK8P5shtdGp01aynLgKfz83Ofx6qXI6w9su1zXRFSf6c/BGxszoU9pluI5lMoUNTxojmQp7Ht0uHd93opivQekeXt2xvL3NMDCdQKd9mWLT1rXH0yZdGreTRPd6lzXAv+aUfW1bb41m6Lbj1gXOejM9RRSU9ayFrg3PaqT6NDpD3U6Vt66/wRWfSLEHOFJAqyXQNJYCjN3l1GRdAzfqddpn+5zk5Xwttnj31N1g/dLlcNVulGPYHbUglvduUl3PO9w2EXMpqcRo1JzpICabysOs9XdGLVVbrNfyjoiyPaXnOc2NoHXJhG/dJk069soTp7dHwmKehMMuizVnIEGUCJl9DV/aPmJlXx6XKVKoFGnIgtd77JvFrnv9Ksn+pSgf0rUVxHax5Jxzr28NOJ4jWcpxXNqxOXmx2Qu29czFZhqq+3wq1H1rlg3v+6JYdrzE29aaVRxZV2le1dmNM1m793ngOci1fs9jJmWx5+PbvOEseD82zslmIDKTySmbjZjQY8cju50ldLGAD7MNXsgc8IF93PKZ9ZQYH9hmd1RiU81yHosFPtP5YPq5SWlE7F//+tdzqgYzMX73u9/NxcHUU6AB/kyaBb4d3JEFP/gwWHpKjF5YcU6z+8Rsm9VmDJb7ASl7CzwpJoocOiIcQcrYMlAK5GXqpjtSYHSFDIjMGkVQfTYoQTWZFrL6n44pItKaSjvhU8fFLGwaniZhDwz4bvwmdTLJlLuVItzUghsy2FOizTliS/kLLuafYatV4FNeOK/EuQ2DOozCbV3X0hV2o8l7jOP5hLJoxxX+tr5fOrPfl984nUZukIPD83w8hV9FpPNN3T4m436FkyN5NS4wZHOGzLkYbDRMOB/8ZNXdzSfwWRr36moyMpGxrosiwlM22XCOBxzy8czmhgH7HBH6oz82pWaoZnnfKPh2BjXhsPemTwlZzJMXBk3l4rTMA0Fs9KDUSYNpMzkr0SkjfrImOgZvyvE4imQD9rnir2Oc7ydyo5qQNeery7XPNaM7iv3l09tEw6ZzHPdusXfs44lEbDAxO9Pn68FmA9jeq5/cevY9msJJ/tZXXwbvkyKmJM8wNyH38p1M//3f/z0fJpMOzX24SS8cTS8fGj0t5003skMXxWlnYkNocHEJBwt5WQA8hb6jYSGrC3xl6Bo9vzoPCyywwAILLLAAaBo9T63OBRZYYBK8eCfTvJhMCyywwAILLLDAAgsssMACCyywwAILTI//+tYDmBXT1mRaYIEFFlhggQUWWGCBBRZYYIEFFlhgfnjxTqZvVfR7AS+GapaTmBJYIK+nxDjJqgwnPrNGMxbjQg0pJBcInXZ2/LE9JcaJok1x/gWeH6aUF13lIpalPbGY6bQVH7mWnTiMz3vKuDEtZPVlQ7y/k1iUf8F60g89RRw3nQ6c7BrNGUVLrAP+5xHXiHjvusqF33k0JeI5jPcR8FtN4WSq+T4LdFH4XMIxlzVlivVR6LqJ9EHA8zPGMtTHPJCxz1+jF2E4nusEve+5QMpCyHOKZJ9oiuMchqzPc64vsMACT4WQNTpMhwbopqi22FDN+vxOjiWqzpdjeGo7IBwaTZ81c6J13QHrfcx0T5oyt+cSuo/9JjaDDXNaI411a+rn5dgrha+tU3eXey74lt3lFvBBJsVyyNerhe2pa8usrHmLiPSUGI2x7XGLvC31acYSoV3ujtHo8YLau//HwtntIBBG5xE/+BR37Z2VWZFdpEKLNHqOjbNxCBcxhbfuIoPpNZtcZkQr3FAsZPWlY2xhTE3hJD/JGXWGt0Cmwt5TFXjVVT7UxNgjtbMNPpFo156pkEzogH28Gr0aUEyx7P7KB8OrBviMp3dZky2px6HPoAurlUOziLLR9c5cLzKFsbWpIhdsdcOvgLR+xfuE0DO7OZ3hbYatuvxNrspxQhiRK1HbCpOT3dIu6VUnqB9S3PH5bYatwxxLfYWThH/zAnA9f98uaogCrjn7muyns10FXa8arFQqofbDxDAL4YtubauphNWcoVjkpuYeu7NLnfMZyC5t1DgxCoYHdvu0iriut3boKRrJp+6wt8ACC+DtFOYPzzqtqbT1nG/hdsM2dOvDZLXPVvZM1DiEgHqHGh/LaQqym9tQ11mKx4E4G50+qH2hJ3WNdj/BRi6oOLlEscUeV/Qo2bqe+WG+Ra/NgtvFCltXGpSswt3Lh322bhPejp1j0FNcTQkiNejxGdv9LcJ2nsY+8pOXruhkF4Bro2u35xlH3Jv4IkKjg3iJgz5c7KsMc+5mV+7C9AHQFFNmHspn9EpTykjxyDZWYTv44cU7mRYOpt8eArsH2Fr8kqmwlS5zXcuw1Vpj4G7vq6tcJO54OzqUH7jbdzs7Rxi/WWzaXwLibHRGbMzzlLrKB1ocSD2ZrI44rro6whld3vwWvniJt8WsYCmM7TLrMkQWsvqbwkOYc9NE0f/joE074N4A+592mja2Ou19adhFGjsEGrD6FZ+6sN4qeZ032qXYdO+UAlqx49NN1D6eIoXRDr3bimjXPg7apehMYzh2+3ei29jRZF0aDV1gwNsdB8Z3mhNwOs76DLpp53OKlzho3dEMOj5kU3HjaxRPsdHIVTnup3wNWbeedLasJqS7odxQZRMMjkbsJkSTBOtZaXxsFNjslBioPtedEr3LGtRuaR/WnZ9lKmxWS+xWrbGP71Yq9bKU0et9laTUyX7vZbXS59g418K/tMACXwlu+0nCL8jgOKzkb1O6dJ6vDnboXqfOHaqn0OpYOvhqnxNbN7itSpqTWB4yGVa7aZZsx1prj7tTW07oHfDvRjdxICsYnvutlbkGrgPsBNP+8bNFfO2bmr9Dp5bnpBbcHdSOwV2XcY4hCBiTS16GapbzuyN/O0o+13FrapQxOyC7U9oxLrjlawvWwsdmOQpbHFehGcvTiAUHlOaBF+9kWjCZvi28E6FrCv8kHm07ljzRQXebROktro0xoGW0ti3/HGoavcs817bx3pgTNcNq5YiD0sIafHEI3ZhbCFakOu39O952hNAJRQxb/Trcps0Nce+swZt6J3Dzk6x2bMdbi/KJfWi1GNeZIuvpe5arNsNgIau/GczEZHJv2nG3Wp/fOK3zB7VhnqRFtjOC92AGBGwt4k+FMN/YgwUGDOMvXuJgVMLfsQpoCo1uzTYXzBN4I4qnwplgOHF6l/7Xtxtr065ZkaCrvC93eTAcZ5kMq3QDnEM1n3bwRkS8Q1JXafdLbJgbH5VBydYa3nCIBzF8pQFvYLXS5639+3iJvUKWj1rJJhNBetLmhD9N8a4TppeKopOmdgepbfPTnnLKstStS9twoWgTdun0R/KwwmqtzKCPZEhd0avBamWbJd+os+XUDJQFU0YtOGwWuR49lPdpb3/Nlva/LQzVLO+pP918XOA/B4aDye5kMO3GsH2ETvvMCiyaAYZRDmPNGxyFbdA1Pt4dsVvCXPe3Kt61dqNUxVjz5srknAW2gM9qsQg1nEx96Rh547BL5DMpVHgs5y3Gp/F9boetyiEbjjkt9nePPvp2qKp8vFTo5cKcOgZDepoAWwBc66MTAQFCz7Am2JckvJ97g1u2gLf5WZRMHpzv0vacd0cjkkqMhrSJgvZIQ02DXC5y4MfOqprayfTly2e+fP4nf//HL/D7PXZ/eOX5zeefmvztl18B+P4P/8PWj6/x/mo2zM3BpMNFAh6KOF6sKSjFFu9Sp5yXu09riE6Kpx7fmPPbJ4Jb4EWervuEzki5Y6zjJqVnc+LygI9TMvenDHaM8To3MUM1y8c127Hf+LlGxfjo65jrM+XG6rk9n6DolDiZcFL6QqennEG9CkqW9uERg0aBd6OS2ISYP1P5wBEH7svrOsN4XPxW7bNRylkbDl1E6w9MA8W7SATiBcrq1LJoHp+lUbMifOutTrToyjO5fwMzMZnckGls0LVRtN0Id0ANNZX3p2UeurjmibXJnj1NTsBhpNiic0N1n+uuzzil8UPKZWVplzwWDkHNcmJGFTWalzscj3boaTnhrNBVmlfb7LrfhXYmnQcNenqJDax0QMd6c5oab6DNC27nhKZwcV+32C5j0FPy3BRbIuIaL7F0FuPkVLxPaNCI3ZmbpWF/jb1OiFEo10rDIf5QTtAA4QSXP1mt9Hl7b7GKeso+1DskdY1e/54Ppp7EepZ1eB+LOTdzJvoMSInx3d9a6e+aQm+nw67xGOIlDnYUTmKXs6d7yGc+1EV6MXdrbI5G5nOxM2Kn019hqTm2Oet5HjptZZ9Pt10eurBarPCGBkRdH2Zdv78JdHrKvqnjV4sV3qYa9Nb89LxwqO6N4lMe/3XQzsY8KaDrlbpXH00BY24+JctgYrht9BC7a1Z7YGa4xmpnFhrBcTF3CGCgW3P7ulb2nGOonkF9xG48wCFqrH+ZLhdqizcNwTJZVrNc+wVaQDAsbX96gvhdw7YQa2kSoBtyiIqYAAAgAElEQVTEcI5oYwTBvl7pKhe1OxwOIStGYJPVvnCSrbkd8U6Hvi8LKsRuuqmFsG30ex6RqdDzQtBechKGmCdgGMJ2jlAaKXlY4CKhWEw3ybA7DgvqOOaA05lq7ddHHFelrJty6fztUuKeppqIptd0lQ+1Gg8IRvPUTqZXr17z6ofXvH4FzS8+P/j8E3/79+/Z29vl1Svgy2c+f4ZXr6e9oj/mxWTqnfk4mAASKVYBUgmW1tJA17c20DfDU48v8vmlNzljfeKXZhC66PhE8e1wUv2eeNV9Bs+1nVVY6oQb2clqcG2S0OPlsxaL49OMfyZMev7AhdbCesDnw9sa14maWCD3z0h2qjaj6ZahLllMKUlrxraZjvf5aNZPysC2f07/k+KZvIswWRwLXeXDbZp3o2Cm2KzjmxoTnn9uNZnM6FOIE8mHZm3HUFX4yA579ZEnRc3JYNKC64B13cbfZClYg7Ms1zXhmIs6N3qXt7w5jMMVrO/IWhbqPcmqYDn18jF6rRG7iW023c9aV7kwDKtMgWRcoxkr80CRwjPajDscLRGQrI44Rqen6SRzcbMeyADB0jFrTwFLuWjro52BI5zXHZMt3NMgmbM2GR9qXR4MJibwVupJM7ovjd2DUUkWSM27nI73PMoadfZmCGITVXPJnkgjacSyMzD4fJhK3TznocHlaWTdPj/drGvj+TjRU/YZ7NQ5qMob03Wa+43oLIZZ1+9vgJ6yz/CwzrHtntv7ZTjy/naonvJYqbtqjkQ8XlO4uD8M1sHjvp8AG50Wg9glSVNGhPOwrUeX2SA7banU4R1ZPs48yjlCyl2UgNlM9sAcMEwccjw6NHWAYBYeMUjkuTHndRhb15ZGZQQMbQGK9xyaQcelUoc9NctJLG3pi3iJty1YTnTgSqFXlwEAoqdTmXsoIxjjsi2+RrqcEzl2+xWa+1f0TCeTxscybPVHkrHsd5x/iQsPS3tcSqMfZBr8uFT/l+OMtzBUVXo0uLZlRrhTAh2MK2Nv7Cg7EGw/WjWSDVk31swajawtABcvsUmWpjbeoW+UBDCcsU+WLvfly7/5w59+FA4mgFfwz+ufef36h7le52ulylnGYIZl6TA1nB6CSlgTLzRTpGBfMDSV5mmZm644dr1yxG5JRmVjeW4yRdapcdMtUmjBh3yNB/s5dI3mfl4eL6I3e1Xv5PMbnx3tLFwD7zpMFbUdd/6eIqN5crM/3+iLZSxOdd50eDHyMIy771nhe367grApFMe9h0Uyoxw/Di9E7oCxzslwWItfT8kyrNty5+kzALjS2ZCpcBtrcHK5Y3uOhnIWbKNxRYTH4qXJKoTKYhQdaY/WnRvymqlw3DEiYcJwvzYi2JkKbzsljwH7LGRxXohItQ6FrvLxbofdAIe8OwgAbh0xSbqcgG8qXKrCVqXOxvYVFzE3vV7A4WzRFMFWMFk1tuhaCRm5zPAmAcTjnppBpmOukua6AQP1kscMrB9NyooJK+IZQKd3s80CjWWdXgMeiflvBgKPi7N8n+UkLzYzGx3xAnt3XVZ2wt9RT1UZ3pVlCm6NkxqsZjJQEBH4pbU0j/c65OKgX/EhXxaOvByOqLaxwUzKZ73SGnHsKXNR5bgFF8b5EMVzH2qWUbyayXKTNlJP/LHhW1Q7Kmwbm4BNWmjdiwDWn4Dd+eTDMnTPAzupQFf5cFuwHEwA8Ti7nY79R5F0XiAC7c6Idisazaxc/zNFCgVolCcr6uuAyQR23vNGZ+Q3eC+LaaLjvyXiJFPwsQ/gDRKYgdJMheM60ey0e5WLfDngPQXLSbT3/ASYwR5ws7ecjKO4w7Zdb43YxbiWdyO9JGVF6AA5fxN5Z6007YpBOiPZx0F1Bo3U45z1d77GAzVPVsa7yj7vVZ2kkemREw73C5tDanAHj40AvQ+BTWkMR8oF8lmYBZy7gQHWnlYVjN+5wJk5ciNtoIeEvBGbDgwK6JrwpCpazvmD0RrNWJ7zWDmSvhFp8CHBAGOdmiTwOI90OQLWF/taMZYw0eATdY5HEceu6wyBJTdrWle5iHnXPy+C690ubRd4TCj0QoMuorbiXse6xpM5mV69+o5f/v4zf3z1A69efeHzz3/nl1+/4/8Br+d4nSevyRRfY8XcVIiIthERNiIN5w0o9Eck48IA+2BTMuS22UyUTCp4T4nR1Ebs5oRH+DHRYLk/4t2VwnlenIezrIwiQvvsks2OrYidrtFUVHarpbHjmwsinH+oZq2JZDjN8jFuZmYc2Qy7opMWaF+swz3efQa3U3Th+pbPVSqIqZlIUY4fg5cgd1N3ffKRmaGadaZsgIy8H/GWK4bIlJHLW7YOwxxa3o2ppyaT/K/X6fcCZRVCZTGKjkxWRxwfCkPuoOPdVbazIk3HdIjoGs2syrIZZfn2smjHbOlydvmRha5j+ZBUOYAMb/w+7t/xCM7NYr06uyM0BH7pcm+2SyLCmRWG8kMixiDM4W1zGjvZNTYU03Clg9tgipc4GG0z1OMs9RWugeXtFJQDHGD4FdA0DNaQ6OuUhb9N6Fd8Sh9xUE2YabbWeS7NgtJ+MOaUfTMTyfF5V7al4Br3kmVoFEZPpOCyD8QDuyk59eQ2e/01Bn0ZMLOlkwoUKdiMY7dT00j77WkayVzO2R3Ht97H9LA2aT51knzslKEqdJYFmyx4WAITMpn6d1A4JAxjdd44BNqd0XRyO3vK8lGf41xcMoYSszEB+s4aXGHwYzFNcvy3hXAeL9cxi/hf3B+a8rZUqrPVOGNJrnNR7LSb8l3IewqRkyj7k6fADPaAm72VrI443lG4uJcfGN21DPZuIsUqGVZatjk9JkATvD7XaMRuHc4qI6VoK1121po12Jqyc2U7e8ZSKc4SHQ4c5xQp3gdVkVo5OOqzfJtmJZ3mbacKUudhMMP6Ck28uqhhOualQ6xR4V3HGVwNLVg9K3zq0E0Kp72ekcwnWVZF1lQqyPRsq8GC7V357vV0lg+9wTIH+nc8GEGpCHDWBPbq80ngXPOkjdAq8Ckv2VrzflfuoJsD3u7W3rkQ4qyLl3hbjPFBPSQZoIqH6ikcObMRnszJxOsf2fvS5P37/wXg+z/8mT98/++5X2YuqXIKNGqw3vK7Qo5dM9JW4sAncLJ+ZBnuyZ00H+5tX+pXfNwvW4yQDKzs2L7PFIRCW0MU/43DMIWoH6CrfKrVuPa02S2SrBqb0fHjA9joMGU3rvDz21PY3qVOOW+k2OyM2DTbdE4DV52DTIV3O5dmqhL2z+vQ0zALoHrgQ9GPhmjPdXo89flnwAuQOwOTGr7ezYN9U29tQtdbIzbvG6zsdEhySVOD3YSIQO+FXs4VPZ+kJtNvWFZDdWQYdFVsxu3PLJ4jmT4VtXbi0cf31LI4e9dDS+9Zcq3RmzJdbnh/y0OtJqjLnTig01ZVhqWvVIPIAePZyHs8VdnMlViSVPewkM/jaZaTvC2g0L+D1A4gHCJ+11qKy68h2ED+2jWZbOidNXhzaLAjz2hqORm5Fwat18gLKVJdLLJe63JT83NEWkbjcioj7IogxNdYqV3S27kUTjTHmuqnJ8W5OVNIjkbsGjWmokRddV2wREHq1xy7hykuFI1kNcfwquHcOM4CTbFtbiTrKGPUsiI4ap0pRLzAhEwm5+Cctk6xxfHhfQSdNwbj7E5CdLKu8okCB0Yr9XicjaMin6Lq7JkgWExvo0buDXi6UlosE1FYd8z3M+317AyPDOutuhWsyh3y5tTWJlw741Ph0OWICMd6K+Q9RZCTqdfeJ8RMY4qXOOivcZGIceK3NuYOKbQOSeb8ZCjEaWB0jTzT2JA2W3KnCLUygyN/R0Z4HSCdtgzw3NSEU2U3rtE8TbHMXaRbtfZXFbZuy3wq1Dk+OuPiEm9H7aeGZ475w3c+SR1sfDdUs5ybOtNao3qKYDAZa/1ef1vuIzXaasJcp6cJMDt0tN1hFYU1HlRDiynS8BIiENbOJnivboceO4jAUJ4Fk459OZXh4a4Pfk6mvspH6p53/3ROJuDVD7v8xcyO+8xPzfmymGA+TKZkFbaA60vmXGBPo5losNySESFk9C7q4fE1VjIV3+j+s4BB1zQ8suqp+dU0DiaH4jCUgKZwki9zng+eEL5GV7zEQVV4Vld2Oj4/kJCFYzeDf/Gfh+cud34IXSjCCiPH2ThqsZTLuTZ2Ou3TNMkOwCHL2SwXENpdzjxOuRK1Y64a4bJnDmEhqy8XYYV/I8I0eAJaL4cW/YZAJpM8t6Uz4yzdNcwNiG8rZj9jylOTSWIqpmrQPRrQGepxuLLGtmo6ycT37dNb3tSrJK8U2vrXroGmM7yF1cIM+ZLuJgK5KkklS/MSHlN9s1W2EyEOTE3hxMOsmgY5ksU8jXyRgnSqGiwjiLNRb7FEzsuEq45PVfbIWrFFAVjeBkjxuK8y7EgnVzXBsGHo3hkh14XVSos3jbxM/ezTzF4yMIqtRmIyhWFCJpONMWafDyIIkQNm9QLMaHc+BRIpOL2CUrhNYbCYPPph3PF2R7JvzaVx38+CsLpdcTaO4ELVSZagfQpvO19VYX0VBDJOn+p6/UseyLCagUFfB8d+I25LETOc437vyPWdXzDCr9ur1IlWTb2gqs0una2rtJU7HguHJO/KlmPSCObKIMF6S17P2F8VW5ItVTbHdJDDTIFyOn1sDnNf5o/NXpmk7pGJMFs6pMGOi518btZwAvEeYpwYjUlGVuOohq1rnD112i/VPwhjO7AFlNvwW7Oir7EhqfZ2W66b4OSuxXEgsfUrlGaYAEvbRxS2/daoLtenBd756LYndTJ9AdlN7guff/o73/0p2LScFvNKlXuSSKZ+z2MmzWZCLvSaysdG17fQoT9EVOJCXZu5Xfms9Uh84Zqck7EvvAhUHGOUoaeVsgmRH7ppGqsFb36yLGh23ijwbgqjdqjCeRkKoynSnMbi1ux6MVQV3pdhb1Sd4P1Ne/wzl7sgBC6qpwEHSBgOJnu+f7EIR1VpIMRJFuC6nOZtqH14x8dsQ7bi1mlPtFF66bL6RIiXeHObdToTdI3ebYHNCW31p5FFf6eJp6U8zLC5mY7JJFIzEjS1bXZzcc9zc9LC/TCPmkwhDjDbbyxDKs7gTDSIOB7F5ebFdm3tjOv0EcdxYDvFJ1vU+WvA7JJXn3ajqNPev+Oty4G/nIJGuct6a9LzajTzt2xVEEzfqTYO1rlE8w6jLpwO2CzcuOWIn7QJh1fWdNrZtIzEr7HSvWTANsvFFMv0GRYOfXXURB2rbF0hD0oJ2uY0ybErU+97MAcmUwDskX87k8nQaVqCDRvbYuj+flqdN6vdGS/xhixtgw2j67RPa64UP1cpg3EyEC/xNp3lwh651zWa+yK9wig2H8hiinT8rJjwnqJCspnaEMBimtJOm8va+ET3PCOM2nBDTeV9vgYVS/aEAzhNod8RTR2yCS7ufXSCo217iqGqg6PhWZ+lQhG6gokWyOpwBTDXWyOS9rRI50VlqZO4l/mTqbCVvhUpS3eSBeqbLifh2F/5OLJcTrHx6XIyFdtezDyrsjfRejEu4DW+HtNSqcPxmsKJuzZRx6oZd1LuMmmDEX+IoBAyQyAK7M6l1UqFlXIZWi3Iy3Ui0ho7Iatd9wss6Axv01+XrTYOhg3gEccMW3X/ZzK1k+nzT3/lb78Yf/3CX/8X+P7P/GVXUpc+/8z13/6XX4Hvv/8Df9ra5YdX/ueaBU9ekykEljDGROTKLEJXk8XZSuwVBC0QZMvVQoZGPsty/4iBVEAnyhrHO0Atz0Wqzx7CWKc1YrdaB2XfShXLZFhNH7FXDWlP/FtD944BARtDXeW9NHbdm7Cecio3/AJLAWki4zdbwRjcAcWn2bQnj9K8NxRxpkihbxgebvaEwTRwKuVZjk++RLkL7DCXYSvwIFdkZzQS7LnLHZkuYrVsPe5fcRGLWcVw7dDveezemjVEzHbfEYf+cmU1XJaWx+rIuKMN9Inx/mwG70anTlvJcuIqbvr85NAVvSrf2eajRvP01sYKmocBNQ6CfdLcT4gaMrIm01M+N7+aTGEwinbaDanArkS6ysVpindGbb54ibfEOFGefnNkNzzXW6Mp2VO6WUPFuj+bfhnFRX2KfMQUHk3hJG/VENkoVWV0O+bbkXBw1+Wm7HUCbh0a54LCaMSmmuU8i0hFv98Wzm7XhmlVjnfc/Q71uO3dWve/wRWfSLEHONJRqyXQNJYCnEjLqYzv574Yt0kzEJnJ5NR1jZhwYB2P7B5/4XQWCK5jInTavkgDBdxpVuE6b8z6HQ+zOzskr8br5I3OEU2TXVCkUHDl++l9luot1hN5bmp5TmphDAeBZLXDsqpwEbMKPm8d1c1SB0N135/FFPH4mTHFPbWz4j3cxPyLTwsINpOYX96TBdlp4/cX8VA5iXL8xPdsd7i40nNFuZHZ7YGl7SNW9uVxmSKFSpGGLHi9x75Z7LrXr5LsX4qU0K6tILZrHXbq0r45MuI5kqUcx6UdMWajPo2pD+R50i0P02Wo7vOpUHemKhrf3fdFs4N4ibetNckERTLRxRwPTVt+Kuj3PGZSFhM+vs0bzoL3Vr6Yksnkhps9pKtcxPLm+jK3xlHamWgYdRR2Mh82uikDGs0yOBr8yKLkth97bLmg+o/hcAXk9CsGhcMZyi98O9gdnrF//etfz6kazMT43e9+NxcHU0+BBkSm4C3ghTDMCrY0tyhJs2M2W1HygH08yz0lRm8nRFGZHSNm26w2Y7DcD0jZW+BJMVFU2xFVDtqUWkZFgbxM3XTLp9EVMiCaIeXeb5EMqsm0kNWXDSetOoLzKGJ7WYGAgtKOczyVw2oSJpP47eBovHHofF7h9y+KxxZYKZcD5lxI59FxNZci1GRyjDU0gjmu8Lf1/dKZvZ6E37tzGr3ivnzo9yHMA8daLD/z6p8QFoOxfofcs6cuhqfwt0hneVP3u6Z478krn5RNB9ztractBu4vy94i7rZn4rh345045dU35TQQX8Ox/DToqVk+UPfVA9GbsITB5oB8BuvTfO7Jhrmn6M0fc7/nbwVN5eK0zAPB6WL+hZwNpk/QHPWrmSjgLWrtzapoZu/Z7BipYLYmB0DoOmb73tBfkWsSud6l+7iJavLMUpPJhsCxz4VJN9k6OZ7JN05eRIDIeobR7SDnMNxrm1V2Y9p5OHVjJAlTNvz28pkK747uODc7O9Zh33ruq5U+B2tnkKu+fCfTf//3f8+HyaRDcx9u0gtH08uHRk/Lhbfu1HWGoZX4I12Gi0s4WMjLAuAp9B0NC1ldYIEFFljgecHOMF0tVtibYcPzn4rxzocF/iOgafQ8dT8XWCAAukbPr/7hC8SLdzLNi8m0wAILLLDAAgsssMACCyywwAILLLDA9Pivbz2AWTFtTaYFFlhggQUWWGCBBRZYYIEFFlhggQXmhxfvZPpWRb8X8EdPiXGiaObfQzXLSVadovOcRjMW40INKdgZCNESc9yx7rEu8JIxpbzoKhexLO2JxUynrfjItezYYXzeU8aNaSGr/wnoKTFOYjGaM77CoZoNPI+4hvJtioou8BUgWz3HfP6F6QZZDNwtMwud8pKhi45kEo53qSnRbC5NGaMvNHoRxGOou9auAHmbD+QcCJHbnhIbf/+a4rVT/eaV499Ct/52YenW6fYcEpoywzk0mmP1sUZzKntV2MdPMyfng0jz1ob52EKWHrVff6iqtmPFs5t+rZz1+KDTKpxEkgV5/Qn/TSorQXv9qbvLPRd8y+5yC/hjfcdZYGa1sC1y+Y3CcRMUeFtZ8yal9pQYjdtxxQmLvC31acYSgVX+11sjjtHo8YJauv/Hwqegnx+MDiF+8JG73lmZFdktKrRQnufYOBuHcBFTeOsuFOlol5oRLWtDsZDV3zR0lQ81UQxxto4pOr2GKMyaTMie1yZk+/liimX3Vwu8IPh0uvGBp2Crpjpbmdtg6Di37CWrfbayZ6L2A3jqQMxaOHRuHYJ+I5j6efrZS/oV7xPGe9UZ3mbYqsvf5KocJ4Sjx++9m+O5rMl27PgXdwVR4DVnt7P81mFXMfSrBiuVCstT3GogjI6v1QQAq6mE1WSjWOSm5h67s9OsUxY1mrKjmdlNLbBrqzUf11s79BSN5BN3slzg66OnJLju2grzR2oU48Xw/hZhz02zAOfY3VE4iV2GNwjIFKas1ZNhORHxpxGLfAfBuz6NbyQBtr3i+AHOwRZyNnNYAmG76yoX5TIPRndg/Z5HMmztJBgySSc+J9z74nEQhfjTY5pFpB2def1hdMZzY9Ii5X62ibOZhd/7e/FOpoWD6VsiYONfc7dvNNqRGi3ivZvlwC4t9laQmQpb6TLXtQxbrTUGOs4JpqtcJO54OzqUH7gnl7PDg/Gbxab9JSDORmc033aeusoHWhxIBZusjjiuurowGZ3d/IyMeIm3xayIhIxtvuUq5LeQ1f8Q6LT3pbEW5gB1IKALlX7Fpy6st0peI1O7FBuhnVIEo2OB54sAg9Aw+oOM9FzJXze6dJzvOhtztIgzZc/Qh37w6163QDjcz9Pb2Q7GdykUGF41wHRa9xl0006dEC9x0LqjGXQCl1x4WoqbTh33uhdno9MHY3OSEM0urLFqfGwU2OyUGKgqw9x85KN3WYPaLe3DuvOzTIXNaondqjX28V1n5RyTc+p6XyUp5dhvfqxW+hwb51r4l34b8HWq1mjEfByttTwntWhO88FdF+j6n8eOIMdV7pCtzH40mxKdoR5/mvU+XuJg5PK6hnROHoceOxy34CRf5jzL7OvGXGyhHLujPps6DPoWHWjYX+NNq8VBTtzk8KrBQ6bAXi6s+U6E4FDevS82ENIQIJNyOOujESzsw4rQ5T1wXHidgubfOu3sGUud8d1SX7yTacFk+pbwbvxFO/YW5IWhlLzK8t7d+tany8KSJ5Lkbh0pHVq1MW2Aizskgbb8c6hp9C7zXNvm2Y0Z4cqwWjnioLSwHF4coihPwgwDnfb+HW87QuiEcYloxXlrRQd6Zw3e1DuBCj1Z7diOt4zTE/vQajGuM0XW0/cs2zv0LGT1Nw8RIfWTQ/+W6v5wOvMfTKPAME502qdCaG78DIa5tAZ+mRiqPuvPS4MfA9jUf2HroU77zHKQm06NUY6pWy1/JXzr9/atrx8KXeV9ucuDGbzLsEqXG9+NbU3oA8dmIWjtswVWTlO864QJRlF0RNXuILVtftpTTlmW6+XSNlwo2oTdVv2RPKywWisz6CM3XVf0arBa2ZYbHnew03LoB7Zp99lIO+xQOcceyvu0t+fTFe5by9W3vv6zQW6HrcohGyUnA8bbkl5gqKp8vFTo5cI21QaDZpb1Ns5Gp8M45r7dLnQ4KMbZxYkY136fRxhz71KsN6GdkAOQzOWAnOXIDmRKuQNx7vVtfraQP7Ehz7l8fNfAeqvPcqML3a6DGSku6Xb2TNM9UgQVJoIjUwLXO/exBzIV3h3dce6Qi4zY6+wnGBz1WT51yVqxxfHOJSdBQ9OvGBQOHXv/wR2Q6uP2js7gZPrMT82/8cuvAN/zhz9v8eMPrxy/+PLzT1z/4xd+/fV7vv/zFruu7+eBuTmYdLhIwEMRZ/TOeIHFFu9Sp5yXu8GL1rfAU49vwvMnqyOSuspFpsBmXCzaB1HOHwSPonBFG8Ypx/tTBjtGBNHJDhmqWT6u2Y59Zs8yCOMjdWOuT4jhFeX45/J8Qqm30knpC52ecgb1KihZ2odHDBoF3o2kh978mcoHjjhwX17XGcbj4rdqn41SzjJOdRHZPTA3djZW1Di8QFmdWhbN47M0asbqlmG91Ym26f3m96/TU/bNsa8WW67NlGUMzZ4mJ+BwVOkqF4kGAEN1n+uuj4EjDTlSCZyRNvHb5JVlZLmf3azvVUBeM1PhuOObi/LE0PhYTrM3kvfgXmtC9Md87n8GuMZqZ1MYaVfinREQ9bbe93Wt7DnHUD2D+ojd+Iwbz8itud3zpcLbVIPemt98d723iY+fFdGuv1cNZr8IPFHLerdzRFO4uK9bbJsx6Cn7UO+Q1DV6/Xs+mGufONfJaYp3dXgfiwWUNugzIEUSkR5kljTQFHo7HXaNYcRLHERJ/5ngnoe6YMFzt8bmaGTOXXuwc7q5G8ZE6HJtbM49z+Ply3Vb2efTbZeHrrj+GxoQ1WaZ1ab86nA6Ka79mMUhjOObWgiTR7/nEZnKOTMkY1C5ImkPTPoy3F3wXdeCGZIi+DAGmiJSfWVgdDIEBdScDhHPvJVsfz/MZgsJOGx2l8PLlGVN4aSLbd4HOyJNRAyAG+fcHfnbjQLSuSXfqQF76nUjj9MpZLcHclWOc2JME8M41gfDK0j63f/dPUNyDtmb2sn0c/Pv8Kc9/vL6FXz5ws/X1/z0apcfX8sffP6Ja/7I7u6P5t8/ff7R+n5OmBeTqXfm42ACSKRYBUglWFpLA13fOkHfDE89vgjn99QayGRY9fH8+ipnN03bBdOA+xrR+GfwLNtZZSwFMVkdBX4ferx81mJT8TTjnwmTnr9b9kYXXFgP+Hx4W+M6URORiv0zkp2qTTHeMtQliymV5kQ6q0z5jff5aNZPysC2fy2UJ8UzeRdhsjgWusqH2zTvRsFMsVnHNzXGnH+o7tNL1TkeGZv2LE0tZ+o3J4NJC6631R0XuQvH4CzLdU04wMJlMMduq8jj/aFlHJU6HJd0mtkzNl0Gw0zv1X7NUQuy9zOfaRoM1VMeK3VLtqT+i+L4nc/9T49h4pDj0aFpcAo2xRGDRJ4bU0bC2HC2tDvD8W38RlN4z6HpPF8qddhTs5zExtV/cKFb5tz044c7VHrKPsPDOsdVYwMh0kg58rl393ub5HhN4cIu426M+z7k+h9SR5IFBkNN4TymUBhVWcbalAgmt1gn2tls4DXmCYejZxx0lQ+1Lg8GuxZ4K9c+k+kmGUwHo5IsLpt3berueZTRdHuDC2FJzs0AACAASURBVGED1lx6LsNWJU0jlp3B4ebD6uhajAN/TKNX7TLsZtL7b8Z/C3I92KlzYLt+c78RvZ7WrDblV4d/2QUhvxknmy8sPdkP/btIafG+zjiXo8P4TWDdz68Ko4ZZhq3DyfdgQ/WMQTrDQznBSVk+4/kPcgJbyIAzEFi4Swj9d3jPRSLBSaPIOi4lIx2JXn1rcxbFA/a07rpUuu5T48mST0dKuiwoL5CnIfXqdRlLr2mXQIplv3sP2md3RvL7yUqRDO7czj+d4W2aNwUYuO5paifTD7u2qgGvXvH69/Bv2/ef//lvfv9HG3Pp1Xf8+/8+w+vX017SF18rVc4SKqt4muEAWS0WoVYTCiJTpGDf5GsqzdMyN11x7HrliN2S5RG9yQhBvukWKbTgQ77Gg/0cukZzPy+Pd0bQxo3PjnZW0P/edaYrXBZ2fk/tBndkTRq5k0VmLAUwVQHRdGrqwpPjnuWs8D2/fZGxMbUc9x4WNYpy/Di8AFkzMcY5GQ5LkfeULMN6x7aA9xkAXOlsyFS4jTU4udyxPUdjAyeiStMVYbThpckqhMpiFL1od0yfG/LqYLyICOu1EeHNVHjbKXkMrW8qiy5D4/Feh5z4zK+ejXMuTpIuJ+BL/05V2KrU2di+4iLW4I3PRs68h0QKLvsAwulVbMkxpqxnM+N7deqQDOst924p+L22szHT4DtwsXYs2XAdX8zAbYEDD1PKL2ofATPcv/G98Z6djKO4Q0evt0bsYlzL66BZios/hJ6Sa2Ei76wPo13ZjPegOl6yppyR+qSrXORrPFBzbIRWK33eVfZ5r+r+EUo/mBswYctcJ2Jc+23KTEao7bxxoYN9XoD3vU10/KwIub4tVXkpV+VdJct7VecggK0t0l4gPPUl70ytNuBOawnc7Or0GvBIjBM/4q77OBsLynC2JqVcrrRG3sh1rspxCy5suq13VuahZqWEr2ay3KRbpgPODxszERltjgGDkeDDvAwsqu5OFXS8C/u8sTGWDLh1btH2/9+CXN8WLAeTvP6uKbcQdR0OvmzQ/ifieoJGMyvXk0yRQgEa5dr8WFOetGPLuXgwWqMZy3MeK0e6npFOFujMNOaZn0PYnJc67ew+GM1i4iX2KlnOFe0bpbzbGX4+88MNHzLAUqnKLrBb1ehpsi7pDA38YA62kKkH7AEbgHuG8l0Yjsf1ItzcSoZO/44HMryZyNaW10LWJDY+jofVeLIfLtZsii0K5K06fpoS/i7sx09VxD04cJSs7tDMqiybelWwWzfXoOdiVk/tZHLgy89c/+P3bHnLlzvx7y9zuZwdT16TKb7GirnBENFto17LUqnDO7KcN6DQH5GMi4X7g91Qy22zmSiZFOKeEqOpjdjN5djtV3hMNFjuj3h3pXCeF+fhLEtPg2QO2meXbHZshUB1jaaislstjR3fXBDp/BptNWHmNwdF1oaqQm+7OsbLbDMCilZUTRwvWU1jowt9BrdTdOH6ls9SKrapmUhRjh+DlyBrU3fo8ZGZoZp10vtBRmmPeMsVQ8Tve5e3bB2GObS8mwhPTSb5X6/T7wXKKoTKYhS9mKyOOD4UG2CvgwBhaNU7lqNG15yL2je+/6XSEWSzXJx2gSIr6QJ71XkOwAs/ivib7ZKoQ5AVRsRDIsYgzLF8ey9kPJNh/faeoQ6P6TXr+5neq0Zz/5KkTMMyU0EomDol7L1u1Ct8sjNuEHJSIMvw0Kgfs8+n1BHvRoKSPdQUzm+9t+kXtY+EGe7f+P6jbezHOwoXBpErXuKgj0ntF2y5DCut6DU1HgKj5DUasVuHUWgUCd1KW4zP1UrfYqjIbl3t7BlLpThLjEltD4Rwum+qWc7LZc5jDadx2nfW7QmD73ub4PhZMcn1l9bSEImkF8KemLLwtwn9ik/pIw6qCTN12zrPpVnQ2g3n2rfNXn+NQV9uKG0pwgJFCiPnnLQ70I1U7p6mkczl6CkKVO1duvw3fNOgd2Y0UfCpk+SzwRVsAPsntnehKS7H3IRMpt+CXBcOgw4BIqzD4xC4/4lmJ7Szpywf9TnOxSXLKzGzg8lpQ2bY6lvdhU9kTaXCvShabxWIt+ld3/2HzvJhcKMEQDKdJnVQyLSuyQ6ZC+xpwKKDI6FswKGa5dw/u00i56rn5Fdo3ctA9MPstlCcpTTQdY/B3ZWyw25C5THRoKeXWJKORKetGbHzNSGZF2GZOo7AwLhrBKFIYXTIMNI4o6R559g9uuRC1WUA7R4K2ywlrhhc6WCbn7M7mb78zE/X/+ZPuz8y/4pL4zGXVDkFGjVYb/ldwZ4zWeLAJ8iwflQ12QzJnTQf7IaHfsXH/bLFDsnAyo7t+0xBvMw1RL5rHIYpRN65rvKpVuPa0561SLJqbEzHjw9go8OUFMXx5x+qpwzWrKhdr5EmaQ+G9O94YI2l0iFks7TrfgLsyonPVHi3c2mmKmH/vA49DTaCNlI+dO5oiPYsp8dTn38GvBBZg8lz/72Gpn1RsCIi660Rm/cNVnY6JLmkqcFuQkT79kIv54q0TlKT6Tcsq6F6MQy6KjZO9mcWz5FMn9LTS/JZfmNZ1O/hqGPr2qXQ0/n6aZOAJX9Sh56qbOZKMuoG5moXX2OFe4b9Oygcsdw4pXeVnnijE/hetUseC4c2p22c5GGB1X3559j3WuLNrcKQHL1sTET+Otv0bkV9PxDOvZVsnnOjqG+mSKHuz2J6OymLKSKmlmuQjqY1LhIxTvyMudwhhdYhyZzf2L0bXxNGp6wzjQ2pe5I7RaiVGRz5b37mUzvEwpJMvxxOHaWe8r15IrUWS2u9JTughX1vPkv/64u25M8TvbMGbw4Nxu2ZmbLbU4SceDeEfmufiOZzppAcjdg1mOhR3oOuC+YvyDUzx+5higtFI1nNMbxqOJ2os8CoCwOYrAp7rZJaACssU4h4gQmZTJHxPOXaPUaH/V0UaUPj1+Fx9zBm/0OIPtVVPlHgwNCF8TgbR0U+zZJ9LWXIeD5DNcu5+c4tFlJPyTtq4ez1tyW7VATUDQfTNEFPh4xNko4XFWFlJAILfzv/tO5LPhNN4Waa4K4NDqZvwnZu2zWj1mQKRkRbCLuz3MUq1xRO8vaAzTZvMmWuzxTWa7BaOXTp1XGdr5+4yYZdT2QqIT+cc4fuRApOrxiWSnDVgLUSxLdZvrMC9DCjk+nLzz9x/e//x9buDz4Opl8Fccn+xXfzd0PNg8mUrMIWcH3JnIVAo5losNySnnhk1Cfq4fE1VjIV30j/c4FQHGkKxiZMO+M6vePxvAuDNk6yAOc2Q9ihpA2Fqymi1WU+2KHgu8DFSxxUhdNrZafj8wMJXaV5tc3mhPf6m8YLkDUPQqP+Yd74OBtHLZY8BWt12qeGg/SQ5WyWCwjtLmceJws0ctUIlz1zCAtZfcnonTVYPrTmytIafLrSLTanXzFgP4q3pyaTxFQ16Gx1eHyRgO4lHy9rrOxUSRZOed+4hah7sK+ApfQtPV1jQIVCukFPxXTCCuTYNdiWus7w6ozzfdVRWNyI2o8jVlu/z/LxSQrtBlyvf8kDGVYzsnVy3LGLs0V73ZR+O1zf+bWc9kkpNtgmFtt4xrwFD3xaaktjlFL42hL43sYdb79339o0474Pv/7SdgHOvF1zepe3rOxM6z3RGd7CamEGR5+7MUWuSlLJ0ryEx1TfdIA7EWej3mKJnDfNuzo+/dyj14otCsDyNkCKx32VYWeNldolvWqCoTvgOC3kWr9aafGmkZcbwj7N7CUDQ4QjMZnCMCGT6YXLtZU+Hce+dojAWI6INL0QzLj/meQ6hoNsnNPGphOtrooj+c512tmYKPScqZjF8M09ipQve+qnX1p8ECZuP2+H2WwmAiYs/O2HSe4rGjQ+ytq6uznmv+x4MM4WsiDqZ2bYqov1sH0qUtOs5xQXLOtEWdRD/JrF7U2HoQwE+MFv7ffAjzUWAR6d2uC9TEVMXjWgUBfp8o0Cmx2AOMlUg49aydSb/zX5VQG+8PNPTf6PP7L742teAV9+bvLTZ+sXr//4Z/hipcd9/r9/8N3/ez3d5UIwr1S5uXqSDej3PGbSJBNSwWoqHxtjuWo25EimG1yo2sxDaWfhJDspW2I8lkodjk0DWKOZh4J7obelzy2VOg6hTVZHHI/kP7tizIj81SDGylDNchLL0vYoK42PjQKb5iUK3pab8RKb7HPu+F10DFU4iUm22dxxa0aCh6rCRUyZ8J1Ne/zzlzVfSDk5dvxrBRb8NmE4mHSVi1iMk1iMpnLG4MiQZeEQfeimx6Rh3fExuw+HojNdr5GeoMXrS5fVJ0K8xJvbU+fc1jV6t4WJ6189lSwup6SDQGJ4f+uIkgm96JZL+78+WxnZ8cvvex8H001eyOlJLMZJ5Bx7ey2pOMuZWx5vRRvipbU0dOdYMD23w0rjTOTkA6DTO2tY44zwXpM7aQZnlzwWtknupPnUaLCyYz2LdjZLU5MniMdhDVbt6X7oImr/DbscPd6L8Q01WUvBhqGa5fwUCv0OB50jOE1wofpY3LrKRcwoSppi6P6N3mepUEQYjzH/c4As3GzJTQ9h4fca+NQw0+lpT2D9x0u8TTecY9Q1mtksTXO5CXlvkY6fFWOuz6ljbeypWRq30+lksLogvdme3knV3r/jrUtPLKfgpjZmTsctB5Owo2KcKNEepEevVRMMb+UaGV9jpXvHgATLxRTL9KHgjvoL9JQQmXXD1unzoGQX2hy7HYsFQy3vkPWTWCyg69+EkDaCh7HyG5DrN7entF1zfuj+ftp1eNb9T7zEGxrW9XWrPb0FmRZqyGMd3mfVSOv9UqnDcSvNdcKQlwTX6Za5F0HOjUatSCFgTY4O4VT2tJ/3/OyKT90u12duAbjifSzGSWAHRIlc1bmPeiboKXlupiwc7ofZbSEJTZEF3+uwL2WgC+s79nFqNM1r1PgQVW9NBY2mS3cJG9EnTVE6TO2f95SYZ188vGrwgJTh0YjjVhFsfxcki229Zf1/tdgS+yqPzBfYG4lndX53JJtdnLJct2RuqXQEecXcc0zHZPrymX/88iu/8p5f/tf6+A//Y/vNqx/4Iz/x17/+AsD3f95j9/VUVwvFk9dkCoEV1YmJiIdZyLPGBX0OSiX2CoKOCbI9aSFDI59luX/EQAruibLG8Q5Qy3OR6rOHmES0RuxW66DsW2ljmQyr6SP2qrlnpkgMZW8VQRXRYWnQ1ic8XffOU6XehK7yXnrFve04T1m2MU+WSv4K12xfOQUGd0Bxijo6EZA8SvPeoLRmihT6Rtczd4tdgwHhjHLPcnzyxciaDYHU4AxbgQe5Il+jkWDPXe7IwqdWm9Lj/hUXsRg93xSVex67t2a9CbM1dMShv1xZDZel5bF6MW4WeQY4Md6fLWqy0anTVrKcuAqOPhc5XCrVWVb2OckbBahbzgKqT4Cgtr1B6PnUD1hKd3m4LQh5yO2wwq3N8Jr1vebYrUNzP0bDVvh7vZbnJAvHndL495pI8Vhr8KYfh/ghK/l9l2GYhkvruZMpUqjb6/btB7OY7MzHmjNtQKTKzy7XS9tHrOzL4zJFCpUijXKCC/rssS+P79LrV0n2L0UaSTdhHu+u7+BMe+lbA47nSJZyHJd2xJiNWk3mHJLnSbc8bKahus+nQt2ZBmN8d983CzzPE8lqh2VV4SJmFfjdOqqbKe+h7y3C8bNi/PXrDG1r42rRxRZwydZNQAFgR52T1mjKNDLdrJXjKJBsrFkj0eXuJO9TA9Cni9X4tDidoW5nqFnX3+CKT6TYAxwpxtUSaBpLAc7e5VQm+u06GHkhG7zITCbnPG/EhAPreGSnXAkmhEAwU+Cly7XQxzZ9Sob1Vt1MeQ7X12NsynjY/qdD8mq8Pt3oHNE02UVFCsYu2IB+z2MmZTG949u84Sx47+CGm+2pq1zE8ub8mKrpkB+0M+G8OAo+mdlNzLBHY3lLpoPYKppKOxExdXFmRGDD+KSTDtWsbIBRd41zvjWZwuBnCwHy/ctn3xXXK4x26MViXFQqrJTLjpRiYQOIMc5NNpwDYrNSIVmaoLi+AV3lQw3I2J3ABoPsKPB8Ru3IE8m0H1+OxN44SXZTdfw8x27rkpNYluNRh9i//vWv51QZZmL87ne/m4uDqadAA+ZMEfz/7L29ayNbtvf/0QOT9zP4JZjk3BnJILcM5w43krCbY24iOTGmUepkUBkcSIkzg6/BmRMpaK4lnsSp6CucWJVcfGgbORpmGqy2wKqZ3wkmcVvM9H+gX7DrZVfVrhe9+K2PvmDOaUm1a9eutddee+21vuv7h2M0+Y0qb5hpbMRhw1eEhMrlgwPb3Yb3E25WWwmY7z8X/8qvG7687TDIchQog85mrEjBnYdu/8aqBBkQ6mxuMFSLThAn00xWf+0Ypbpc/Jx+dzpLHALH7wnS5ve1PrNe4+Sowj1BKQ8BnEyeQx5Fw/aG0GtE+olwo8fPVV55lOdT4rnfW7z792o5mq7IGHNDHsMp55qXoSk9UWktzvdzx/J7Uzm13E6AoE2Rj1fGR/wtUjvfusbHcoYKeXEcBkHwlocflwxcrTf9JOqSs9Y13taYuOVcmd4ciJAKYr6+vny5fk3o1XJ84jS0smBczs5APqWxUtW9UJBBh7YrKhWvefVCRCGI+H0dsaCA73JBkh9N/L3v6Y9Br3bMpwq8k681+Zbehc0j5W+mZwu5v5fmtGv/qVoP1TpE3f+wdsZAlDy4dJOcUr9JLywKztKRvr23R2+bexI8lXRVGNRyzJW/AyfT7373u+lEMhnQ2oabzMzR9DphlscMUzyj5DUH34aTM9iZycgM4CP6joeZrM4wwwwzzDDDDDOEQY56XixVeV9/ORHNM8zwWjDQdcg/fVbKq3cyTSuSaYYZZphhhhlmmGGGGWaYYYYZZphhhvExJvH3y8G4nEwzzDDDDDPMMMMMM8wwwwwzzDDDDDNMD6/eyfRcpN8zeOGw4sf5G616hmg7djUSF0RZ0qhre1r8CiszvHSMKS9GjRNlxcLIC7nSFBVNjBonUqWT6Io6M1l93TBLICe0p6vmZ1UPi1lR51cDXQuoPhoAo8aJZ06JSi3i76RmuP4dOt665l7fzOpU8mc9Laxvr02f6LQUYy3GK/5csCqdjbfOqxE+zs8Bg6uce0x6WtT8ncT+eUpMaKcFVLYVcjEtnWrq6BB5j34fCP0itWFX6Qv9e8J14ZFh6cKpyKS5hk3SltWf6VXlmyEYhl3BGjzrh67Fs0V0LWI+6PRivMuB4a266l9rx0eYrojWI1EI1BnfmW0/XnW5F4TnrC43gx/RjPsmeekYUJXl7WkJmt0wIk2AEu/KfVqJVCDx2Up7yAE6PR6natwM04SCVFGFirdShQQFYWLvuMKCWfEnkBRSeW2S1T04SWh+IkNXydo4JatnsvpqoR+bRLhxSGEDG/FU7ImJ6woftKUpEJZ+T8j4q8kEIVlmZ1PjMHFmE2fOL2dZaXfYypvVUjeHgq9R1zi521CvNzYxZ9dDsiqVT9Y1mo1raORASQb6evSJTZ5aqrJ+rkPZIV6e3+uz3k3RTDRikfE+3F6b/fX8Tkl26iFSDSgWstLuM3+u07stKPS5gow1klhVhXh9ET+tsnu6zMdcjflOmTl0epH2i4DL/gm7h2d9ClvLVtp95o/C11L53cUiyA5cd92E2aq2LpoBY5FdZj78ruGwqsfWxSRcXE45BTtKJW4a3gFyV61127U6LbMK2mHDfPeBFWAdfb7S3qSn6aRfvY42GHSBbJX3cQqwhEGab/dKuYlBsm5W1Vqs9h+h2tf3gVB7NgwqYnHjnI8pYStv5Q0G3SzrVoXXfJ2DlHD0LITsBXtnolBOGoJ1brbKbl7WBSq730Pgf95koVodW1cox+m6wKH1madow8pmuMBFjbtyv6zXuDLy3w1Z/6t3Ms0cTN8fAg0Zs8QiANkq65kKF40s6+0lHgzcGwq7MsGe+YEoSeuUclVVc8jPNu2vAk4JzanBqPGJNjumwk/XxYbSVR3Oqq6gMhKTZd6VcuKEJ7JYmE6PvFNmdCar3wEMro6ENXGRSnAhfSM2aQQ4Rr1GdIr5LGAXPfFvGF3VFadBEP/dIqjkckCll3ydYrU22WY2X+dguOc66XXD4Opuk2J7k3Q+xEB94frEt0Y3KlwAFwFOfXsDGVQNySq/XNokHbTpKLmrh/V0A5LmQyfL7Aw3uModM9cR82lQy3FJktVykkHNcRjKY5BWyICrpLnTwdhVjfx9MVz9Ap0F7gAY1M6YP6375q/SBrLtnxLF/jKBFX09bVlrmdjMdf2ynx+y6qlcqK4UZcKz0fL+Vll50JTJoLYe7MPCJS4TCYVD9Nrl9BHDEL8KWO+sAY0uV3un7s+yVdbqZbbqzjuPrmBrzifT0XexXSNtPqvqvS1W+xxYbb02J0io07XifydeRFX1vVZVg3O+W2nvMR+qAw2utk1na9ihortTMasDfj+wdYAJfzVGiFuBbnDeBNuh1+fhOuPWo8kyO+1bWkENeGxtn861HcJeuUmy2umDpYdTouiO01edy2aRtU6Zh1qNQX50gvh0fUiRAMdQtsruKXxMJBznvrQnVTmMxLib8ixXjDX1oVX8xzmsaXNQL093b/PMePVOplkk0/eHOd+pkLd0szlpGxGLRWmTNHBl/nOg6/TOClxICuTGXiSzLFb32Sm/Nitghrinz8FRdgZX27e86wihEwof1vun0HWiIXrHTd6edgIXrnS9I13vGJqHctcaCS6yJVYyd8zLVVJmsvqKIZeKrYPSgBNeB5dBrdx4mQ7UmDI9ON8WshZaFv3XitE3E+myOxzhRj7YwPn/xeqe63dxdNC9x/koQ22gvkB9IkXQLJZK0FCVpvaWpzcdNMUqXysFJ/pD2pj0jivck2V9Lw/JvM/R43eeJMOrc75EeEpazxtLPFQa3FQaQi6kDbljAwVsxo0an4KcqCX17XtnDaAUP7ovJkQE2iTQ6TVgsbrBHH3ilPsWjq34d0jvVVlsVHjoYzqRz6V7qiIkHIdFYBResszO0K0vXLarqRPuK9tcbUyhfPlzQOF0FdEZ45Zk90fq3jfPGZQt3RWzPLzdF8sZ5dWf4p1+KUZHUM4wAowaHyvX3FvzI5tlkWtulIc5DfGeXbZJkK0tHeQeLbPbCVPuJaH79VtY3rA/7WlHzJv2+dwGnGj6iFWf5Vt47Ddd4/AIac7Lhw5R2TlJVk+rfElV+FjbUMijzqXtYHpti1o0JnAy/cLPrf/lb/8E+C1/+I91fvrxjf3tt2+/8O2X/4+//P1v8Pv3bEnfTRNTczAZcJKC+xIuj69tPJba7C4f8aFyHSv0+8nw2P0bsX23UR6MlbB7BcHXtsfIipqkd0c8WCkPntPcQS3H5ZJHqbygcQ1C9KlbxP0JMaLiXP9Sxid0kx22CBj0tGM4rYOW42pvn4dmkd1hWRif9s9qfGKfHe/t7UgSg6tan9Vy3jE0DXHSYi10rqioKLxCWR1bFu3rcyKNCABv5MHk/Rsboe1bGxQnTW4avBuD1Cbr2QYXjQKtzQDnqGnwBcn+ZJuBGIipQyaRC1kmFktt3tdVJXiD02dVm3BfX63nyGZZpMh7ORxeiuy4XDLlUdc4POvjO14fy9FnGqv2P1+APgmDvLE2apw0brH069dqnx3H5redYyvtvtjYL/k35YCZPhjv9tFw2wQr7Wm1Ow7kvpQoupwSIrop7Yow88It165osD2zzRiRTAKWI2dvoggO7wHgoJaj2YCVdoj8mM41qn31vfUzbihRLCeBvvisH54OuLs8YsfNsR8YIi2U2yXWhkN7rsqR0ePpq7A052snujUkkk9EH77wCBsr4lB+Jh+C15yeVhDveuhE9bUSBXdEVCw96na+vpw0OVMOslUOOsr8ybERTy4f7/6A37Gqa5zcnTqRehHoadtw2iFt6PT6d3yybW1MR86yEy2knCt9HlgWkap3XSeFWNfobXbYsrqhSH8fCY2C+zAHIFtFyN02nO7zEOVbV6U0e6LtXPaJ656PGW33tDI6tpPpc+sv8Mf3/OmHN/DtG58vLvj5zRY//SC+f/PmB978+AM/vIHWtwl7HoJpRTL1jhUOJoDUMosAyynmljLAtZIb6Nnw2P2L3b43JH8MBIaqC7hDCh95VXkB43qV06QQezXS9WHg96HXm2M9qOX4+Ej9nwijtn8dHbqtdGwCg26Di1RDbIa2j0l35PSFLgPDjGJaznBoOqvsk7Nkn0ub7yQLG8+QS/1C3kWYLEbCqPGpm2F3GBwpNmn/xkZo+4+QugnMJfP26dfNUY01X+i3TitV4Z4SxQCDPF0fst7NTdSPaeiQseVC12h2i+z2OyL6whBkoHMBqj+OY7GnJfjk/dBadzxcSw+319xU1JFMlDaDbxLGl2MjYCP2EvTJyMiz1a/S2j6nZzuZdC4rsN4fspo0uDoKuNSocWIfLI3AoRUIxzgX6XLxEYu3JOwQzWeXWH0RDqWRYMtQlvX+Pg8pM5I7VeMkVaC1XCUwHVQRySQ293g2OWM6oD2Hgd4okrmljH89zlbZDZibDyD0KyDsSNHYqsohKf3uIHaHFU7o6wIfQt+1N/UqzqZPHk9v9H2YAxBz8x7+FM8Ol0wGyI0ZyRgEb9qWG1nW20W+FCp8yBHqaHJHMOnBnHPX47zHSZBna9iG3N3UW463jj7e/VVwOXqiYNT41Ljm3oq+Bd6ZtradvmdGMO0MyyY5eMGtX4w7vpq8hHIBDKG3Gx4ZyLJezdBM5EbQc8IZr8T1LQ86UMxwkSqI9lMBvwVlpKOaCuYRDwKVeFoZHdvJ9OOW5E5484Yffg//GrexCfBUqXLORHIIPC2BEWHjDWFUZksUZaNcr9E6qnBzLa5dqe6zVc7jeBNLrNDg5rpEsQ2fCg3u5TYMndZ2wbweFktV3tf9ylfVzmjb4QAAIABJREFUPxlXObgAdjuMlVIR1v64pHLxow3kHO0YnAheZMYnjYwa10mhbF/epCQCjLmwKII410fhFcidjQjnZDgcJ0FPyzE47UhKsi8iDM4NVs3UldUlODzblMbRcq4GcHyMitcmqxAqi3F0pKw/Pljy6jplMbjStrmwIlqyVd51yr7F7LlkUa3/3CdhdjTHKFAYKQ5Gc+q7jBv7pDhkXKehQyaUi8Fdl5X9uuN4SEJvu0Y6/wgntArIGyJXJJMK+ToHru/CDEfBfSEg9I/U0IvRJ/HgdnTcmPPiPmVGjkrRDj4nv7xpbRf5UriNcND5T5f9NoQ6ksnvMETw8Uj/DN8Aj8DJNA5kHhJrDOx5qjv8JpZOMGqcVOJFMsn6yZ6/ljPgXOOwIg2qy4lmjbfnPvk9iu090nkXY7qwZ0ttDuqjrcfz+Trvqzk+aPojHR5KBwFSVJUsN6E2rDfdx+WwksdGEd3jdUp6HIBXuYTL+eWPsgzaP7j7vFjts7N07Dj/rPUz5PqRMBYhvrIhf8SXNb7y3Pc4Kb3jopqr7rVphHS5kDGKtcdz2cpZVtr7ruat97RY7fOOYz5VPHu8KPsmKmI49P5hRXIU0Trg0tlASGSZQa8JX0lwqEoU8F4n2TNWFG7afOcL7aFn/USsqW04uTPA1DW94wr3DSdlfDGb4ybT5mAYLNOrI5kLCv7ChBV9t0lPg616mTRdPlSuuUjloL8f0h6euZMVBy84kYvztRwf5DFXBVG8YhmdDifTt89c/P33rE8UxjIeHp2TKbnEgr2pECfaltE7V+6wS44PTSj2h6STYvJ8qhmkbaK/DdZSZTuMr6claOlDtvLi9O9rqsl8f8juucaHgmiH4xw9HdJ5uDo+Y60jCb2h09JqbNXLkf2bCmK0H2icKfkZRoGkIEuOlxukTVNkaG2fh+4YVbiec1xNZTx2FEGc6yPwGuRu7IoZCpkZ1HLucFswT032ecc5A8Tve2dd1vfCDGj/ou7jUDH/179hf4WyCqGyGEdHputDDvYEqfqOInxXhCd3HB1j6LTs6kzP//wqUk1/WHtINIeNuJXlwghO1Se1D2RYzGZ4d1q3HReh4zoFHTKpXMwtZUQUV6rMXNKgVzvi5jpDmkeuqhi4ofJGsYQ5ksLSScxrY3XmGfRJXIQ6QUe83qjxJaRNNVGtCupIpvm9Pgf1pw4Jc6fLrajWK+v7UpuDzTuzqlDccY0TyaQz6GahVGS9W3HSMi1s1Dko1/FG3oQSf+vHNIMcDp40k7gHiXMbRRYrR1xt3vGlEBUFaGH0qBTB/QWoeJIUmztBYi5/IjmsdM2zuR49kskVBatrnHiDCwL3D2Ld2V3O8ZFTc4zNTfnZpsNFE3J9PMj6x9xoJwqRuu1twDdWRJ3fIZRw7Hz5HViOp0qKEx6JpiRkjKLXKZ3W9hnp06F5vUFP26ZJ0bad0/UhB5sah4VtPpX2ed+vM4duF3WItG9CI4aj7q+OtJ6E+NuGcc6XzD479ZSd2u20c2aT4XvhtrU3eN9f4qHvOKktSgKBEsVhsHPRSvXu6TrpfJ6epkG9Lh2Ujbv/9Npipq4ttdkyaQrsypzmgcqK9dx29Kq0bvvk2vlfOQVZ7GlMHSpf84pldHIn07fP/HzxL/649ROPw7oUjqmkymmYeeWqOzjhu6AOaV3Zdwz39GaGT/JCYZxzuV1xIkKysCBH2meLYgIsIcg6kzBYNnk9jBpfGg0ufOVVS6TrlvEY3T+A1Q5jpnSEtR+vlHwY4ak69c0zwbNVdjfP7FQl5M9PoafDatCiqQivjId44zo+Hrv9CfDi5c7BqNw7fqNRlmF3pYi1uyYLmx3SnNHSYStV41O3yPvQ23lOTUfhUPmOZTVUR4bBqAlDRh6zZJ505oieUTbH8mXIooAIt74vKTh7Yt0nPDppdL6Qa75sJ7jPtNntSHxGscb18REqF/k6u3c5PqSER22xVGUlG8z2qy6B7cdiNeIH+ToHw02uaimzMpnJLVStMr9UDl5rLHidBBMZu8+hT0ZArNTAMSOQpwRrA+I4TqClwdajk6y60+Xm6kO27A2STit3BsVNKbIkH6CfhF4A3JE4sRxReVY7eVYxuMqFTA7jjq9keRsnAlYVOayoXKdMTQ1CcokFrvlyd+o8l6tNv9NmZLi4v0wnsHngBKh5WACyxZg3GD2SKRIR+4e58ikLuWMGZZF2dHXU5e1pPfb14XDscMfO0ulNK13OF+HhadPWLY+c4hZjjALXKf2Mr8U96XAySXqvyOK2/zaL1VNp3c7bVcYmWodHuP+00Ttu8nbPivA/pqXn2coLRyJtVWqfytY2i6Uca4KfzuJ4GsZYKA3DdpoLGz3P1t4yJ5pOup5ncN5koT3Kmut1qLbB63TTNQ5TDZMHLGlW5jSvK5j7U71OOh9Bo5As866t+8YoOGDj9croRE6mb59/5uJf/8b61o/P4mCC6UQypeuwDlycMWVDSKeVajLf7nNghvuNxBOQXGIhW1We7r8MhEwkTyWVeJUipJM+K9pE1zgsVPhQCHYoKNtNltmpw6B2xMJmJ/imRo3W+YYrbP5XjxcvdwqEhnOHyV+S1f02c3lvCW+Dq6MM6Q7AHvO5HCcQWl3Ovk47J10vw3kzXPbsLsxk9XvBoHbEDSVWKHCYeOpcezUWMiXonvGAijT7ZcNNNKzTyqkic6bMiyWR8KJrfLjdZ7d6xOXSBhxp9PJBG57wSDTlYUskv+Br0CdRqYFhlXceAS7bI2FueHQuKxmKprN4a1PjpJZ6ggIu0sYl0XBsGNPwf8+xGb0U/BwL7SFrdzk+VDKstzd5V83SrKQ4vJVlR1EmewQMzpvck+HdWMOh0yo0IFsdK73zQUrlXZQ+n2o1PNM+WKy2edssmGlUfVq5Mx6sqIJYkUxhmICTSd3pGPuHJGvFLpc6bKF5NoMT7j8CDz2iozSDIplEtyRbzRzznpagKTn9Huy9gNrBpOS2UfGl+TiZcN138jF6jTAYdGGxOAGngrcQTr5OWsvROoOvy312lEtaktXTNnPk/XqiHp1e63vnpTZFYH4DYJmv2zUGnSUWGmf06ikGTct+jwvHjhjUciZ1gxNx7BSy8Dq6k6zul7goNPwk9Lbe6bOzcW7r8/SZQr6lAjO+CLNXLKP/Z7zLvvH55xZ/5d/Z+ukH3gDfPrf4+Zcp9iwmppUq9yjGt3HH12yGdMoUDL3GZXOUcq950pkmJzV94q5c5eAw94gnmjJ0jUP7BKLPelYsSoeJHFdG8GXp+pCDofknG0rZKrvDYaBBOKjlAtrWuWwWWbPna9Ff9jhZZo1tPrh+Fx+DGhwmplNRyg9BOi3uo3GS0EZ8f+Ne/0rlzpSTA9dfO5Dw24blYDJqnCQSHCYStLRjHvYt4yZJugj311HEtLdc5rZhT/Dd9JqZEcpsv3ZZfSQky7ztHrnntqHT6xZH3tA8uizqmll5bo+t+pBiSei9k5rT+ftKikNTxg5jRIBMjizze3V29uFTTnPefexxnVQHTQbnXoYoUbyvTqU6TCRo6Z61wJ7P4rnFdwkOczX1M6SWWbg95mQb3ptcCTZPDiCM5GU+Ba5jYlN24P3rV1k0uRh834U6mJ5Rn+iaGCstzhpgre+qvzjpn9OAIP+9uG7Q3Ib3wyG71ay9IehpR8z3ZV6hOu9uU665OTUYNU6sviS24bTPerZE0bZhROrsu3KSufImD9tqeRSOnyxf78x3kF0mnc+TLnfYrWZZ7J45cmj0mSuWBJdNkHwjqv/6dI+pt1ba40SLSCXnT8OcWyIlSjX35ssdez7YNp5Vxay0qezToJZTvDuDljTfnS46m7edsryxzrPVcU7/aRR88usn6R0Dph4aObU/5v5hrrwPRzURxbSXH/n60eY6EKTLbF0XgXzdp//S9SEHbVN+Ew4/zEFABNOcJDPqvz7rWauNEL076R4tv8lC85ieLYoGveNm/HV9UvtmjPsPattcXGd5uzGu99bgavuWd561a34ZbhoRRVeSjoPJXo9jyp3vnddTDLqmTZ5cYuH6lgdSzJeWmacPxYBKmlHybhhg38s5PLHunz5z23Q9LcHJ3Z5bf1nfmY7yd/bnJdJmqquYKw2aZj8GqT12q1mhh2Q9+cpldLxIpm+/8Pe//ZN/8pG//dn5+A//6fz/Lz//P/73b9a//sb/+zPw2//gT1s/jnXLIDw6J1MIHM+qOC3bwvLQN8z84TLvi4LUC0S4/7tilmYhx3x/nwdzoT/UljjYBBoFTpb7vEcYA7SHbNVPQdt2UsWyWRYz+wGlnJ8TntQ5mfemM2TVPJW7iCI4U+H6lgcCHIFWGe9S23ca2NOOmJciT+bKaiPIW5Z3FDzcAqXH4b1I72f4aI1XtkSxb1U9856YW6c17lOfSa5Pvxq5kxBYYS6M/0QaC9NJNWeRsOad779W+xz0zzlJJOipQvaNO75ed+2UGLtUa8yuv15ZDZel+UgdmXSRnx5a70/SDaudU660HIce0sGXI4fucso7EtdUkQTNyjZXG6eAJxrTjJh5LPS0BBfXQvZ7Zw3ur0XJXKsPccZ1fB0yuVyg1/ho8rMsZku8O/VHy1gl1Cm1zTmZARp8OTdYLZd5X23yodLgU22PnXKHgyUzMlZVvah/y013md3OBr1cgi9FBY9PssxOH07MMXm0NLBn1ifCOM6yvhfn4aYbyaSuwAN+olp5vfNHXdhGure8tYn0XpVPqWN65Smn4iTLvO9vMJe0bmhwJX3tfpd5tvbPOExo7ogNya7ZKecZ1NyEbnPlDjvme5NP2A/aCPnWlpS2lYoL53CcMvBRqU4m7m/NtGHjnC/XQGkpUm87779EMcA+fLi95r7hfXd9dYOu9L4Qp2LsSCa3brO4Wg6GctiElOLImNxlybD9gzzeedaKRyIVNDn69aPN9WnDT7kxKgXCRIgYo/R51DqVZ+sUWtsJmhKp8kqjwGEODjpLkqw07KgqeR6Gr8NR62zU/R25k/XqSns4AU+udy2SbORhUhz6FBRroye1etH8fdT9BkZSOtx17r/KOV9Y5j3gojSol0HXmQuQoXB5N7jalotMWfJpjredcit0z7xlf+CNLCXSUe6k1VucZCWKQ5NfqSLp8FcsowfDOol//OMfL4kNZmT85je/mYqDqadBE0Kqi8yggo98OYbjSF3pKABxOB8UbfS0BL3NkA2AIYiG30+4WW0lYL4fkLI3w6NiJH4aWY4CZdRcUDJtihQCwrWtqpABcmsa36rNZxCHykxWXzeEDoxKjRuh2o3vUrcOfE5+m5cE12bUE3Jub1R8lbrclVT8lXrU/Enh1eXicROGIkgnPYs+GUFWp8XJJKUoTsvh09MS9JarfL11eKw8N7VTEYP1qmxAj5v+KjiZHjINbhrqsbBk0o68qtUY3N4yV/ekUgQh7oGd/VhWe+pnCiL+dtt74ePhdxa611LhwCn65iWo5ua0nBFq2fYTIUv3c631UuSW9OzBjlEVglPAHBLvp8Ko61IAObRLD4RwKAXI8fQdSxOst98Z4u+3ooi/ne/njmU9oHrfbsdDkP5X7R/dxN9ZFrOCpmLV5WhKiQM0l5MlCPJcDZcLlW3gte/sam6+3+DSw+IzeWzC0und+qSnC76mno/G4/Xh1TuZfve7300nksmA1jbcZGaOptcPnZ6eD08tMAwGyeRk0RA6nJzBzkxeZgAfMW88zGR1hhlmUOC59MkjOHxmmGEGL9ybzsVSlfehDs9HwGyuz/Brwkzenxyv3sk0rUimGWaYYYYZZphhhhlmmGGGGWaYYYYZxseYxN8vB+NyMs0wwwwzzDDDDDPMMMMMM8wwwwwzzDA9vHon03ORfs/wlNBpJRJjVoIRpGpR1/a0UaprzPCyMaa8GDVOIiogBlzIlaao6GPUOJGqRPS0qD7NZPW7glnFZJIKVnLltLFhVjfytaFr/kpM6gYEQXDQb3UtsnLo9GHYVe/AMyd0LbiCnIzI59fpxRj3geF58KDxnhrM96HUAWHfxYNd9cf7N9M5LxA6V3H1i66F6iJL10T9PUpFvhhy29NCKkNa0DVXG4Gy7PqLowN/BZjCejVDHExh7XoMxLYHpg+V7hFyaNkeAX8Ra9JYtrJUZVqp96zqdJ6/idZ7uc2w/kbaFpOv/6MjRJ4Zt7rcC8JzVpebQWA00kMHoxLYqkpj9rQEzW4EeTgl3pX7tBKpwHLKK+0hB+j0eJxKcTNMEzGJdispu1KCDwqi1N5xhQWz6oaPkDD02iSre3CS0Py53hm5mk6csrEzWf0uIBGc3ivlMIQc1YJZnWTkyk8eDM6boGijdyYIpaNlqM/DNSxWzZLACjJtstHlbEPnVBhUpMbGOR9TYr5u5Q0G3Szrp+Zv8nUOUsIYWwhZY1zPH0SsnK2ym5fXFpXu8ZAAnzdZqFaZH+NRg6Acu2up2pqH0HVlM1xgot6Fcm3Wa1wZ+VnhgBeFPGlyHGomSXcYQXipze7yMVdGXfkO0/Xh0/ORWpVc6ykAFpdTDtl9qcRNw/ss7gqybjnVaZlVlQ4tot7AaqwOH9JKe5OeppMeifvsdSNw/pfavOecHuWZbSHhpa1dk2JgGFL1S7m/AZXQngL2WJnk3NJXKmJ4QdYfAqu6m68qKUTbXx4ibi3BJ9fX/mIAQRhZdswq88GE9VnmU9I/dY3DQtfV38XlVOB3Y/XJwqjyzHfgZJo5mJ4fwWXVzck3orIMdFoVEs7GO1tlPVPhopFlvb3Eg4FU5hKJ4G3P/MBb4linlbtjzeWcev1M/r8OJFntDFmdZpNGjU+02THl1DK4XRWcrKpMKmM0WeZdKSc8+pFVWXV65J1N+UxWvyM4ToiwCkkr7T3mQ2XF4GrbrNYT5ix1QTKcfFW/5DZKFIeb9LpV1uJsKvUzUU3JcpD2b7kHVvZHI6n1bmL9FZ0gusKNgNtx1ufhOuN2ciXL7LRvaQU14Jnv7jLnSJtf71xPstrpQy7Fw/6QrZQg53b6qnPZLLLWKfNQqzHIT4fIN10fUiTAMMxW2T2Fj4mE876ltVLlMBLvwpRHJIPZ1EUWcbi9FpfaHNTL09W5M0wFc+V9VnJ3DMgzJ8mxuvpgXnqHj1gVMSZ6Zw1odLnaO3V/lq2yVi+zVXfmZHQ1WXPdNHXfxXaNtCnXKptysdrnwGrr1+NfAry62Gun54UuCHFYTr8a3MvGi1q7RkLwHP++q9QaXG3f8rZa4u2G5FR/JuLvx58vGff+N+K7p5TnV+9kmkUyfX/wO628i6CpOBsR3mjTK39l/nOg6/TOClxI6+aNfSqWZbG6z075u9W63y+iyjubCF5UxYL0riOEThiksN4/ha6joHvHTd6edgI3jel6R7reWdVdpyiNBBfZEiuZO+blSjIzWX3l8JenvW+eMyiHl74OQk+znFFemY1ZmjlZZmdYRu2gBHSN5nVDkikLXp1qcHUkNn2W4dA7E0J5Izv9wRVh8KhGlVHjY+Wae8txls2yyDU3CZUOaIg+uk4eg+a75Ew+Wma3Eza/SsIRo9/C8ob9aU87Yt7UEXMbcKLpI1aHi4B3U69rHB4hvW8hHw/7Q7by4SeskGT1tMqXVIWPtQ3F+9K5tB1M34eueZ4y8Y99/zxbtqx6NpWNBBfWz3zlyx/hsGZEpPeqLDYqPPQxI//O6TVgsbrBnHKD7DjLA3WMPRccuGxK0164r2xztRGti3/V8MmMP8pkhhEw8do1KpKsnraZkw81zeiW+ZTfZhFRgBAr0vpZ4NYJi9WU8lc9bRtOO6wmDa5yGr1OnTQ6rVSTt/1OjOe65iIl6U5gsSp/7Y6oBFgZ8UlGgTfy6N7s20rbOoxu0JRl6Np9qPhoiJDng+FwEifTL/zc+l/+9k+A3/KH/1jnpx/fjPD9dDA1B5MBJym4L+EOGbY2sKU2u8tHfKhcvywv/mP37ymfP8pZ4NnU+CZWlDF8d8TDpuXBdW++BrUcl0se4/0VjGv06V7E/RlzQ/jSxid0IQ7bbBn0tGM4rYOW42pvn4dmkd1hWRi59s9qfGKfHe/t7XLgBle1PqvlvGPQekqQq0+WA/AKZXVsWbSvz9FsWDuKLCvtTryTthfw/D2twI3LMBMy5zJEYhmL7kioiU8a9TO+FvegluPw1kypQad1tsnBcNMpd2/UaJ1vsOUdM/3YNOia9IwyqzgpfPbz6xqHR8sTGMIjwruJ1DVO7k6dqIQIWAZo2tDp9e/4ZM93nGexIoOUa0qfB5ZJA4O7rpPGrWv0NjtsWd1IltnZ1DhMnE3PYG8oQv+zVYTcbMPpPg9RkSm+KDd80XKuddV1zxE2H9J9hDHsrDkr7SFrd0Fp9lnh4N9OcXHtccpaczFb5WD/1m0vRM4vnctKhvdDd3RhT9u29c5iqcq75Sa9pY5zoKVtc2F/X4LuMjudsn19+PdR90f9PuxxjtO+QU+HdD6J4zjyOJd1jZO7jdD5GTeFYqq61ZzLA0Okf3O7xNpwaPdTdoKNt76oNtIWpI3kOI7U0Pf2eAiM9M9WOeiUI7+HgHct29elNgebcXrjGV/pHuPBbG/idvyIJz+Pd39g4rVrvHumGNiOFuiddU39ekxajph3Re8aDAydVsp6t0IPp88d2YqjB4ScxTtY865ti0Xlw0Q6xntagt7m0FyHk6x2NmklEjRjHvCpnNRg8btdC7qK4Wh5xWrKhAhIOkkZedQwD7qoj9yfqSGGPI/tZPrc+gv88T1/+uENfPvG54sLfn6zxU8/xPt+WphWJFPvWOFgAkgtswiwnGJuKQNcK7mBng2P3b+nfH5vyoIH7tD9Rz5ZfQHjepXTmOuEGyzpejCnSuj15liLk9XH6f9EGLV9xcmCF0EnDYNug4tUg5V2n/ntY9KdumSMdxkYZhTTcoZD01llR5gk+1za/ElZ2HgGzpIX8i7CZDESRo1P3Qy7w+BIsUn7NzZitB/OZ5JlvV3kS6HChxyhG2F3BJMezM117TVa1Jub3lmXt3tJOHd4ega1O9J1EeXUKyTotYdspTZY8xqMRo0TaxOfLZJO6rQSFe4pUXwphyx4HD1RMGp8alxzb0UUAu/M+W6HjJtRITvDsknIWXBHlBl3fDW51mRSf7Fpa3jeV5b1aoZmIhfPwA2ETi/IAXB9y4MOFDNcpArinuoDXgGFEa3emMY0ykPu877a5NJ22NQ5aMPh2SZbeRjcORsVe2OQh6tcDjnK6suxzqrlqD/rspgt2VFoB8N6bOf9oHbE1+qpa+71tG0Ge6cc1M2LDZGmyr51zTYPy6ccmI6hgV7jY1duM/z7qPtb42S9D3GA4DjXQ9t3OTk870qSUTcMBkZSmVrx9JxMikil6wIfQh1d8fSeG/LY+CkcIrldghDy3h4Tc+UOu3gi4sxU/jjfg+ddWxxY3qhZ/SxGb6QUxW14l2lyZZQn0HN5toZtyN2N20Ag4tknj3d/FUZau8aG6WjJ1ZjvLNHrFllLJpnbXxbFOpS3TzKXTLLVLvH1bs+Ro3KHg7JBK3fstxcUSNeHrHdz8boZwskU5qTx8rKx6ZbjQe2Im2yJFRpcSGuJCnH4hb0R3DKCHG+TOuYtp5J18DDomhyZMbM4nioyTSXPYzuZftxyGEN484Yffg//GuH7aeGpUuWcgXNItyyBXCyVoNEQi322RFHe2Os1WkcVbq7FtSvVfbbK5mlyomAL/811iWIbPhUa3MttGDqt7YJ5vThpe1/3b1JU/ZNxlYMLYLfDWKfNUe2HnoIpJuVok07mMhkjjzizPDYJa9RzTwpl+7LxKJ0ou549LBIpzvVReCVyB0Q6J8PhnIz0tByDUzmUts8DwLnBqpkKt7rkbJLMm5v8SeLkOIr8OBKvTVYhVBbj6EhZd3yw5NV1kug5zc9WedfxE5M+rywqTsytyAp5Pnqcod7xUm303PM2ZrociJS4xrWUMmPp4RLFMmIjSpa3KSCZdI+J3WfhJLlowkPtjK9ZWNkf1VgJ435RkXICnlD14CgVg14TvpLgUBWs6L1O2hhazom0+awL7SEHXv2YF46RkzsD8mK8e8cV7htOGuxiNsdNps3BMFi5rk58KK7gaUtY0XOb9DTYqpdJ0+VD5ZqLVA76++FNugzULOv9Ias4nBXztRwf5Pcw5cOduXKHHcXnqx2hazGAUpW33TPBYWdGk74lzubXC0UUkR2dKn2WFOuBjK/0GSDmx1y+7PB4xfw+8P4xEdi+JyU2TY2ThKlnslV298/sQxERhbnNYQIWs/D29CWkiUlRCeYcxBchGmJXelNgXTpG3lT5U198Num0M0oC7X73My1W++wsHTvz0Fr3Qq733IhW7o6tTpmdjrIj0d8XrPTnXCT/ShAG500W9jukueXk3GDVfIex9kguWzPLStutt6zxWqz2eccxnyqePVKUfRAVtR96/xe0dk2EPFund5wkClDtizbzG5DLcRWmC1LLcNYHEAdepbZpnyw7/YqzV+jXaG2b8pwtUTytj2QrL1b7vGebD5WME+Fp8gmuuaZF3scnuFitsp6Bub0hW33N1omOLDiOdyW/sGULmeuf0+7TZTRZacU9vU46LwqxLOwn1VySCqJv6WGeVJ4nTJeT8O0zF3//PetbY34/AR6dkym5xIK9qRAn2tYpkHVi8KEJxf6QdFIYrp9qBmmbUHCDtVTZDqHvaQla+pCtfJ6tfpWvqSbz/SG75xofCqIdjnNm+DNcHZ+x1pGMS0OnpdXYqpcj+zcVxGxffQo2HvG3A2lClJwTZpA8zpGKuM9Dd4wqXM85rqbxOHYkUpzrI/Aa5G7sCgkKmRnUcu5UFzBPg/d5xzkDxO97Z13W98IcWn4l7uNkMv/X7/R7hbIKobIYR0em60MO9sRJqCrNRKQBdRz9YujmqZz5Dp/7+bHS5VQOoYSjv+QNumW4VFKc8EjGimSABJ60lzJwboBzJrz0AAAgAElEQVT3/skyO8MNYXz1NS6A+Y1lqASf5PkjCa2NnjrEfRKySRvGOV8y++zUU3a6qtPOmU3864V7vm/wvr/EQ9903Ehpkc5zBDsCrfTVnq6TzufpaRrUZQJ2wQMxnU2915lppoyX2myZ/Agr7T7zRykzqglWrLGQjXP70bxy6fyvbHALXWsaoSM6m7zysljdC/ytH0us7t+K8tG3TRY2O9Ad3cmkjCLqu/m0VJgrn/JO2+ZjosA95gZqryzZgOHfh94/BuK2Dygj1NyHL/mAAi0Cz5IuZ9372CpyoOBJUsjboCbWFAeSjtE1z6b9kSKZwhBo9wv9sbssRxqZjuyzTYe/LeR6C3Z0R7aKamsV9b1o19Eli1lMZ9yoUQ8GvWaGtQ7AHgtHDhdh9Pqv09o+I31qpTeZ6asU7T6n60MONjUOC9t8Ku3zvl9nDt0ushJpH4RG7Ufd/+WtXWMjucHbbEWKEEqyup/hUCLIV6J7J2zhbJaV7h0DA75mluyvI/cKXHNxVGTXGmNDp7WtgXdvEpEuJ6LIG8LRkjrny7XF3SbDWR8Xq30RAWrUOGnC+ySQtGwisQ6K6Cgh7/7n97Rl6jyxLoooc/n6WPMlTuSRan213t2dASnpcBC13vY61R279OnleXIn07fP/HzxL/649RNKxqWo7yfEVFLlNGg2YKWtukOeLfuEsszO0P+LlX3HK5vezPBJjrQ0zrm0PLgIRb4g5zpni+IFLiHIf5MwWEbkpxs1vjQaXPjKuJZI163NaHT/AFY7jEnwGK/96cKf5727KZ3KyZ+fQk+H1SCbV5HaEA+P/dzPMa4x8YrkblSD12+cypsud0WmtTuxqUlzRkuHrVSNT92iWKwC4TmdHYWT6TuW1VAdGQajJhYuecySedKZI8ERlIzfv8eURVX6gYAi5ciOEnpacs2vRzkOC5Jjvn8Ly5tAH3XMvJlW07f+qeYqeHJOJgm94yZv96wow2Naep6tvNg80ValR6jmu3gPHGuCo8LiFYgTdWIYItoRTD2RZ2tvmROzJPrgvMlCe1IHk9znEsVhG7zGn65xmGqYPF5JyA9Zta4rmOumXiedj+C0SJZ519Z94zZJKpU3Avdk1EyU/B4LRyk+UWWnDldHo/ZARBG9GyOKCJKk6x3S5rMPdI0P2zUpyjLq+7D7y86/ce+vQNhGJsRB+PTpciZ0TdokmVFHpo4C1DxkAFklaYsC045kivHeIuz+ufIpC7ljBmWxub066vL2tB77erBsnz6tgNSuqO+tzelKuw2FAux32DGLBTS1zZicTIB+zJfMpqlTkqQzTS71ssshFrj+m5yBzuFekvRekUUptc95HpkwP29Xw4y2D8L6Hv/+08boa9dkGNS2edjv8/ZIcuSmllkphnC1JZdY4I5B/xaK+8w3j+idZxznfKy9Qpb1U8kxnsyzVjzi0gykcC4JTpcDIL8psn7OdNaWmyLKekN6wXbluCFpLUHTk2LnI+pWRS4redZMh23T1Em+lDo3N7D3oHHQBZbdYxNk9wU7vJPMZeD+tg9Lt9yT4Z3PEY/tFEqf5/hwu89BPSUKgSjbnC6C5HkiJ9O3zz9z8a9/Y33rR6UDKer7aWAakUzpOqwDF2dMOadasNnPt/sc5J3w0cu4lyeXWMhWA0gkvz+4PLLWRkjXOCxU+FAIdigoF5JkmZ26OEFc2FTGCQuYhLdrU3mC7wSvUe5CTwjCuEWSrO63mcvnPUrf4OooQ9o8nZvP5TiB0Opy9nXaueC8OW+Gy57dhZmsfheQZdA0mHpagqa0aXqwdZza0FByAqgih3ycTLjua4WA4yHqPOjYpC32xiZ9rnFlPDWXmMkrUJwgr9NLxp+vk9ZytM7g63I/IG1JUW3HQj16h+17P6U2RWB+A2CZr9s1Bp0lFhpn9OopBk1Lh0wCxzE0qOXMlNIs654++SMjk6zul7goWM4n6StTVherfXY2zu10wfSZQj4l4vvnqTKXZKsT37Pt5zUSUUS+aI7UMhydQzn+OjeX32SlcEYPdcSp6vvA+yvwcHstDhzHur+59mwSGP3jKhjhQhhBth9TK39uy2Gbt82CmQbcp5U748GKqosVyRSGx49kcr+3OHZ/krVil0sdttA8jpJR9g1yZcG433uLS/Rpyb+30nJjcTKJaqP3jYbHEaizlX8OXfEUeK61awLomoicyycZ3MEHi5soWWYrVP2l4PqMy7MGC5t10sUjPja7YPl3n3SvkGetmuWmUuADQKnttlmS0gGg5DD3H+6aTmLvGNv2W5aVEtx0i/bBmU/fSDpJfFdUH7IZIuJqYX9y4ypdH3KAWE/IFqGW44RT3k3c8uPJM/kO/2e8Fr/x+ecWf+Xf2frpB94A3z63+PmXuN9PD9NKlXuUE1jjjq/ZDOmUuVDoNS6bUaVfZORJZ5qc1PSJu3KVg8PcqBEST4t0fcjB0PyTJ2y2yu5wGBixIlj/c4LEzgWdy2ZRytkt+hVLsswa23xw/S4+BjU4TJiRZ1OHIJ0W99E4SWgjvr9xr3+lcmfKyYHrrx1dWtRyMBk1ThIJDhMJWtoxDzb3TJJ0Ee6vMxFpWLdc5rZhT1Sm6zUzfnkLxGuX1UdCsszb7pF7bhs6vW5xZP6rR5fFfN2RO7kqSLtkcjE53BIHASdZc+WOR369f33Ws1Ybiu/tzViSh+MEHznlYDhkt5p1EzLqx1xk9llNwtzGMl+OJ5/ro2BQ2+biOsvbjXGNL4Or7VveeTaf88tw04ggfk86DiaxdiQ41OI9v+/91FMMuqZeSC6xcH3LAynmS8vM04fiXuCJ5UnNt2CFwzAE8epwyMHQMZqtPqXP3G32tAQnd3scKNbO3lkDKPHO/lxUqknXhxz0qyzSoGmOySC1x241KyJKcrUXbUP4YYgoooBS9+8yTfd7MHRauRwtHcRmJMeVLn9/x9fSplRBMuz7iPuTYj7b5ZO1zho1PjVkvrc47Vto8jFhrT3jQvByheuf8PV0JLmWnJc7ZXmDk2erI3G2NApijkp/UeS8sWCu96On3Ee8t5h2/1x5H45qwtm/J6esjrdvuMppoWu7/b3RZ26/yno72KaOD51e12t39VnvnsWzM/KbLDSP6dkiY9A7bvoiSQIxqX0wxv2fde1ijLXDqIlUTCvda6PIYvcuph5PMp/t8rUr1oe5pQxcy32Ms1e45mK75uxF9BofXbaxKGqxuBzt5Jgr79v6J87vLeeHO5L8jq9ZBfepbb91WFv2fjkeRBpwaYR9gAqCdsGl+64rNAPXldHwmPIM40YyffuFv//tn/yTj/ztz87Hf/jPmN9PEY/OyRQC51QzIU5G7BK9DZNno8z7oiDPBLM8bjFLs5Bjvr/PgxmWd6gtidDURoGT5T7vETwGtIds1U9B23ZSxbJZFjP7vK/nnzw1QYU4bPzKk3gTsU7Erm95IMARaPJQ+LzaQE87Yl6KPJkrqw0wJdlbTDzcAqUxeHRiIL2f4aMV5p0tUexbecPeU0d1bvAk16dfuNwpEVhhzjn190MaC9NJNWeVcs0733+t9jnon3OSMKtx+Q4H7/h63bW5V+wy6TG7/nplNVyW5iN1ZNLhLQIOrfcnnRStdk650nIceog9X6wcAipurqckioSQajpGjZOjZXatE+5kmXckONQeP1JFXi9W2sMxo6cMm4fDeT5png5FtbLDgmJ98YTD27wNEfdzV+Ry7r/KOV9Y5j3gSqusl0HXmQt43/PL2dGfeVsufmHJl6mz7ZSjY3plMe/Ev1Mc3vr5wD41EOn5qlvZaZEWp1iJ4tDkVqlU+KAtxZKTaPso6Y7+ayRMIvO6TcZ+DxxaJbCRC1pAsQ1N6Vo3B4XVh+3QKKJ0vcN8TeMk4ZASr++futLvH862RZqp+X3Rc2of9n34/ZOsduR1NstK+9Q3J6Luj37GzXXGWfv7jAlFWlkAghxNI8m1i7Q2ZNMcO5LJvRZZXGUHQzmUUETqCASk/0Yi4r0lw+x+OaJCpA19uN3nwBOREXa9U0ZeUWkPed6pvxdO9ph6PsCmWizi0qU3iaYZLSa9g0RXRIQ0wnRAnq1TaG0naErE2yuNAoc5OOgsSe+0YT+PrNfD7YMoWzfq/vJcfua1y8RIc8xOZZcaSm7wtti3CfMF/2/ww8xlrrnvFkV/85ss0HUVPgnbKzxoCS6us6y34WMq4RC/n8qFXwrceFPfgp5FjjQy0+EC7SrVswP0b7nPbEbbj17Zl9NzvSm8itTdgbkGr7S9B4ru9DoffKm7IlVuZV8tD+MeGj+FPO8A/OMf/xi+5r/7+/vhcDgc+b9e3JaGw/8qKb+a4TnRrw7/G4b/FfaXrQ4fPJfdlhj+TzuiXcV1o+J/GA4v+xM2MsNYuC0x/O9qzMGX5agUJBj94WVWfH9bsuSrNLx1/aY9/J8AmRNfl4b/hVr2bktZpazMZPU7gPnevX+x5TM2hIyO2u5DNTv872o1RHZN2VfJbrsULO9xvjfvH6avpcaG/4N6nni/d+aoap5av3V+EzTH3O2I+e/qL9nhf2e9fbLGS3zu/r3qT7q+Xx3+d+gzBvdRfu/iM6cdqw/+37h1nvhMHi/3OAX2ezgc3rbbw2G7rRjrl4j+8NL33n4F9w/QReH6KGreyb8LmEtjyLV0sVKv3Za867Wjp9x6xJJh9/2j52WUDvk1IOCdKvX6eOvPa8aLWrsmmmNqyM/35O/VssutOS7pLvHM0nz3jX+AzeJtUzQcyxaw8FDNuu4l//uhmnW17f2tdb/LUmn43969RrsUqmf8+i4azjWOfIk+VpXj89TynPjHP/7xkiiHR8bvfve76UQyGdDahpsMz0N+OMMUodPT8+EhiobBwFu2e/TbcHIGOzN5mQF8RN/xMJPVGWaYYYYZZphhhhlmGBvPWIRkBjVevZPpN7/5zbOkys0wwwwzzDDDDDPMMMMMM8wwwwwzzOBgTOLvl4NxOZlmmGGGGWaYYYYZZphhhhlmmGGGGWaYHl69k+m5SL9nEOhpCV/lj5H+YlX10WklxqjGA1jkpVHX9rT4FYZmeOkYU16MGifKKoWRF3KlKaouGTVOpGpM0VVBZrL62jGoaSHyEyAnsSHkuvXaXr1ZxcnXb13jMBFeEclswKyuEvBbXQuoLvqYMOxqOeCZk7r25FXYRJW8kLHUNVE1M0J2BrWapw2dK60mVV8yYdQ4yWn+zwP7I8m+VcVzbB02iT0gNyPGZJJ2LPvnqedkT0vEkDExTsLWUswPo8aJ5x3I9txJzXDbdyH3i1fxyunPqOMl+hFHVwBGjZanL4NaLljejBpXrq8C9LRLXz2tLg6uoDwOZLmIfrdy1d1R/yaeo9OGYTyhXvaOc5T8evWadb37OmtOjjO28fRGHExJBwfJ1hTXz6i1cbQxMW0RlS4xapzE0lGSXLjuG2HnxIZo56XYieNVl3tBeM7qcjOYJY+9PC9GjZNU0660ZVVaeghgx48LVWnPnpag2a1G5OCWeFfu00qkQqvcHaDT43Eqxc0wTfgrdylR8VZXkaCoWNM7rrBgVlnoaSGljX3XJlndg5OExjtvafrMkiSXccqEzmT1daPLRSrBl6CKJ11RsSSockyo3FmYtFrnE2Nw3oRq39ev3lmDlXZABTwX+jxcw2J1T/zWqmqUlfR+NrpkdayxVUGhKzDO+ZgS+mIrbzDoZlk/NX+Tr3OQEsbzQtD7kKuqRSD2O1WVZXY/SGQp5bnyEpeeCpoPXcTYGjWujpeYq+dJJ5dYAObDxlyqXjeobXPRuOaCJQ42b7mnRDGEuy7WuwrR75GVHKXxv1e2467UqoRZpW9RIdtPAmtt8VRMdMOszJc0HSd1yU5KltnZ1DhMnNnPOr+cZaXdYSsvNmeXm6Z9p2uc3G0obSzrXS1mj7na2OQhVQjUT1Z/5o41ennP+EbOiZCqTPIcTZZZI8ehtm9+ZtBrZijaVaZ0rrQzvjSsioJV1os1BnlrbILXc1sHmdetTe29SzaNT9/o9CiyQsWs/hdDNiNspJX20Kyea/1cONpWA58n6J5m9TaVjvQgaE6vtNtQCJMZcOQ49EfhkOdJqc1BHU/luXBEVSoNhjV2Oq1cjfmgvYoOlIQ+ai0N2crn2epX+Zqq0NQ2xfhKOieqUq1VPcz3W5dNGgZvZT4FAnWwQl5U89uq6Cz/5jE4lbLLzIc+j6qKYpDMZ1nf88q6TitVYaHdZ94AXK9GNRedKqr2vNOPzd+49Zz3/Q0Mg7mkdAPfflu0H7XWPxVevZNp5mB6fsilEGXce8vhejdHAQtTUHuu67NV1jMVLhpZ1ttLPBhIJaYxJ94t74Z75geidK1TSlinlbtjzaXM8rNN+6tAktXOkNVpNmnU+ESbHVMcLedpT8sx2DOVt1HjZBveq4ypZJl3pZyIboisiK7TI+9simey+t3g4fYa4SgMEYJSO3BTqnTa29BpJY48ZbBfKHwGuGyMligON+l1q6zFIaLXz9wljvu33AMr+6MZot6x7WkJmvg3dHHG2O046/NwnXE7uZJldtq3tIIacJVvF335tCwbk87mbRwHRtAa6t6kq4zoPFvtUmC/v4AoS6yE14h3l3m2Nmk9rQCldqj+Us4Dc5Pi2uyNXBTBMfj9GzXnu5X2nmKz4Gln25TvsMMMF+I4B8ZAsszOsAx6jatU2S4j/9V6PqPGSaIC1b5/zczXKVZrEc7JIFjvW3YA6LTwb8h98l0PmvjTGaO58ilF3TMPLNnPZlmkyHt5c+tFssy7UoKeXo/crA10HfL5iTfF6dMhq32Nw0KBQ9fBaZ7Vch7KZbZ0jZO7ZeGQCOpXDAf2jfKgoiLs9RgOIxvGHV+Blc3o39tz2rZ3rPfslRmvDhb/nhwbvB+WedASfOqecWVs4nLC5lJcZMxn1zUOC5iyaB6Se5tLltkZbngO0K054ZbjQS3HYeVarP3edhTvy/d+Gm5dKuucIIfTw+01ZKu8j3BGBcNrh7o6PbotYq55g1qOj5xKusly5hpcHXVZP60/Eml32PNMAmsshgFj4d6vDGo5PtyaBzDJsrjGkgHX3DNlsrLN1YY0zufbQpYsZKvsDk/hhQUNWnj1TqZZJNMLgXyqHCOSSRj4asyVOxyU5U+E4sZehMzJ14gwSMyT1CvznwNdp3dW4EJS1je29zrLYnWfnfILcf/OEB8xowKCIwIMrrZvedcRQicMU1jvn0I3Yzsve8dN3p52AhfAdL0jXe8sAi7joJHgIltiJXPHvHyqPJPV7wAGgy4hESUiIodMjKbCZNrrvH+szesksDa+SgcpoGs0rxuSTFvwPovB1VEDslXbidM7E+PiNcTlk8g4J71jw6jxsXLNveU4y2ZZ5JobZZRFQ/QxGxVt68agdiQ2774TUzfc0QHXYgyyVXY7HQ7K/igDR7eFbA7y9TENcceIF4b0Pgd7d5ykKo5DzjyJ9zqggPDNrVHjpNBwRw15HJnh79x/in3fPGdQtt6JymESjJ5mOaO8a4qwTb4UH0P+vCfiYgwXq312lo5NfXHLXH+P+RLcVI7pletwXBGRYwH9SZddxpZnXjn/v1jdk35lcJUrcGPJta5xmOqy3t9XtGHB64wL0VtxokRUc8p2tCVJ5w16nHLQPqZFXXpPQidFIV0f2g4GZ8wbrme4SVRYLJVYuEuxNdH7Tgo7I2k5n0XKS1AkUhO33nTJvseB7cbkWQWqiKR77/seUd+BQmZc61yW9dG76obpjJ6rS9GzQ2sQxNq8sh80KOrIEEsPUMgJhwsp1qzoo5wZkWOuF+HOu/HW8J6W4JPqC1vPqiJ0FLoXAvoXkTXgs0WIfPdz5X0WcqbuTW7wtoSwl/RzOJ3WAZpX31+bEeR95o9iZEHEfB9iPc1QHHbGtr9c86lxxNVe3nF6Xvv74d8fm+hrHKakFyvbI6M4jqeMCZxMv/Bz63/52z8Bfssf/mOdn358I33/jV8+/5W//Plv/BP47R/+g/WffuSNurGxMTUHkwEnKbgv4T5BkzyMu8tH6vDD58Rj92/s9q/N0F4HK3HvFQSf4eIJn46aSHdHPFjh357Nz6CW43JJuvbFjqsb/hPwEe/PmBuylzY+oQub6aRUwqCnHcNpHbQcV3v7PDSL7A7LzGHYTh8R6bTPjvf29km6wVWtz2o57ywCRo2T4yV2TJl0RUVF4RXK6tiyaF+fo9mwVn8nbWNa/Rsbsds3nUjc8gB+WTRPfWmc0avHiUTzGhiK00PzxDUQys3aEzql9DO+FvegluPw1kpf0WmdbXIw3KSn54XxbtRonW/4N2p2CHmTnlFmFUW6wFOXLbYdaFYfNU7uTjmYUN4cp4dBrynmgWsNVeg4KzpgUMvxoVn0fJ8nXYKb7h0D8syhc2ludkKjtMaKzFClIkibmUqKw6aIPr53yZ/3AMlCwOYmJGrISntTHSb0NG90gbivawMWa2PsjoR62jQ550TcH4VX56C9SS8P6ElW60NW6wYDvcZlt8R6PyB1xYrqkZ7bGj+xzpg6WNc4POvjhHZJp/OmA5BSlbn+HQ/EiGSKfFTPHLMhRZsVoedN8cpvQC7BSbHPzkYfUimutiF9WuMkh/mcKeYR736x2ufdbYpmI8i5KD2nrnFyt2c+Q4DzfGx4os8CorXV0ZfhbSrTgxROwJHWzBBbW+iieM3IePRIJmW0iLTJL7XdKYTe/UXOv8Y4EZcmR18yyRyy7JoRj0+6ybeiLP3r/GjyA0IO2zzETissUVTOCb8+lw+YLhrW/1dC17v48Bx42GujwdUR0rz3dr9tHozcRrTvzNeDYWTqgmIts9bGLOt9KWpX1zi013yFnRYUuWtH3pmOce2cdD1gvzAuxrQlx3YyfW79Bf74nj/98Aa+fePzxQU/v9nipx/E998+X/AX/sjWn34C4JfPLS4+/8DWj9N1M00rkql3rHAwAaSWWQRYTjG3lAGuldxAz4bH7l+M9sWmWpCZhSki+aTClxMOEScwUoTIUyjsFzCuVzmNuU74BE7XgzlNQq93ha4+Tv8nwqjtX6tObNwIcnIOug0uUg1xyrF9TLojh+t2GRhmFNNyhkPTWWUbRMk+lzZ/UhY28k+fyvRC3kWYLEbCqPGpm2F3GBwpNmn/xkbc9i0nEg3nFFP+3kzzgkasNIxADhJFJFMgpM2aa9P4ROiddXm7l4RzJ6ViULsjXRdRTr2Cyf+T2mDNu8GxNq9gci7ptBLhURnPgcFdd0J5MyPgritc6mW2Uud8kaNkzM3RYmYpXn98qXIe3ehKvZD4QqSNxOjcXu5UBCUfiO0Q7TppxcYdX8nyNuVtb7yU6EGtxuWdzK8jEJ6GmmW9XeRLocKHHKEbG3cEkx7MnXc9QtTOxIjBnZJquFOhLFvLw7X0cHvNTUUdyURp09+uzI9WLzNncgWKbnkPDZ0xiS9f/mdT2o42kqyeVvly3GewBPOpc3rFPVY5p1fcYM4wGCSBjNjAIvNOKfr8ZBx3OqTbJW4KwY7S8eB1nqkimczou1Ga9aZv+W5b9H3k1UtibROp00+BHsusZ+GiUeCQKuvdirnxVzu9w/YisXlBLVy7xyvIoRefN1D0WQVHR01X30TKZMiBV08zUxE7HueeyuFl1Ljql0P4waYIaS8Zll3jQz/FWlC6rakTHT5GeS0L4zDTaUUd/Lv2G57nGAqnO/m+4FGM+yxxMaYtObaT6cctKaD6zRt++D38S/r+zY9bj5D76MdTpco5RmSWedMgsg2pUglsEsESRXljr9doHVW4uRbXrlT32Sqbp7mJAjfZEis0uLkuUWzDp0KDe7kNQ6e1XTCvh8VSlfd1vxGk6p+MqxxcALsdxQn7mM+vQvTiGBZVEgSZK2GMxTcTRYgajLjPPS6U7cse40SAwRMWiRTn+ii8JrmLcE6GQz4dzjE4lcNe+yIP/9xg1UyFW12Cw7NNaRytzZU42YwiH47Ea5NVCJXFODpSNqw+2LwZVQ460mmgJoiDARazVd51yr5F9LllcXDedE55rit8rG24xsJK8wK4Oaqxlg/YzMrOlVgIcGpFIXBtcr8TdzoOzrsJuV60r4nItIblFLM2rCWKZdwOBu/pnK3DsqxXM1w04aF2xtcsrOyPajyHbQgCNkteR17gqapBrwlfSagN7DinscY5X65LrFe7XBQ00v093g+da4TclHhXjxddFBhOHwpLjxlc5Y6ZG9fA92zSbVLtUpX1bsM+Qf50brBaToo5ky3yPoz7KPZmTmy8gjlECuqUHnm99BxWePWZylnlXlcfM13Oj0FNo7chc8uE/TbHh4gDevn5IjcS8rsOIhP2yf+o9p/kvNQ1DgtdBPlIyIMmy+zUDa5q53DUhEzT5DCpcNPMspjJsNBdDj18w5oHKcFn5Zze+9PlBCZ0IubzpMmLgz/DcPOLTgR/RgGgjmTy+4WCMUYkkyvC28PJ1OPx0+XS+TLky5LjuhzgxI5vP42+H1E49PJ1Dobm/wc4wx0HnUfOPAd7g1pOkPA/QpSlOgXWC/WBV7o+ZLeWsw9pIctiFp/zzcJKe+QFbDx4naWq7qsieI62+VK4VqfzmmTmD7qfOE2kwSOlxfkPd4pnCZpeHiYbjj5URYeKqPA7vsYmd58SQmzB6XAyffvMxd9/z7pvdf/G59ZH/vxP+O0f/pOtn6adLPcEnEzJJRZspSNOtK0FYK7cYRehUIv9Iemk2Kh+qhmk7fzoDdZSZbYsPgktQUuXKwc0me8P2T3X+FAQ7XCco6cLgbk6PmOtI5GVGTotrcZWvRzZv6lgxPbjKaIYqXOAr+KG5AW3lW6kET+mV/c5x9X0GI8diRTn+gi8Brkbu1qUQmYGtRy9zY49TwFTWe/zjnMGiN/3zrqs7412wuXjZDL/12+gvEJZhVBZjKMj0/UhB3uCVH2n4zcurnLbcNpxjC/DU6XluZ9fdMpMccqy3t8XFZbsKrwZdNoAACAASURBVDEAOr0GkK1SLDZpVsyoFZUhGJgqEkC2qWscjpNNELg2mUbhskTQSZ2DNpycbdrpn2HXi+8d52/ghrWUgXMDvBtyk1R1YCSZ62tcAPMby1AJXmOCq8OMknoyIqGpcc6XzD479ZSdLuu0c0Y6huNvcN7kvrTPTnkPmima28JhKJrRzE3D3iNFwUTAjs6LQJCj2SLrBjgdinRjvUSzcEyvvEmvcs1i9TRyjCJTecyNaxBEupzKIZRQV/SyNhaVFCe8EHoE32anwAdgZanO1jBsR6mLtNRyh4PAnwRRFXjnmuXMMk/dS22KFIIjAAIijEPtvwjahJuC9yRf4WAzzmGpzKo5j7b25HTceJxMgFsXP2q6nAOnclSQgzVeVIzAy4lkikJwutwjYSTewylEH5XaHNRHPf0bJS1LPmAI4/RSvLvQfZTbseGu5u1N84zTN/O63J3rMGXaUPEVrrT7zCMOP5Q6y5ZryduU9KQ/mvaolcp5VUuxqnj2ubw/QuujHcl3LVWKdPZZTp8VdDOughdmoaJykkGtxkNZOnTt38LyRujYTB0htuDkTqZvn/n54l/8cesnBd/SG37c+hM/fvvG579e0Pr8ZurpclNJldOg2YCVtuoOeWkBL7Mz9P9iZb9uRzCkNzN8ktcv45zL7YoTEZKFBTk6NFsUwrqEIP9NwmAZEXJs1PjSaHDR8CWOkq5bm9Ho/gGsdhizGle89qcLz6ljtsru5pnkBZc+P1Xk5cuQvLqDkfrw2M/9HOMaE69I7kbl3vGfssmGnDudc+2uycJmhzRntHTYStX41A07dQcfV8UonEzfsayG6sgwGDWxiZfHLJknnTkSHD3J+P17VFk0RIqTSOvKs9oucVNoOBFL+hk3wGJxg3R5iZVKgRuLLNTeU8Qsiaw6mQaJ9FmkrbQSZ6TDTtcj1qa58ikLuWMGZZE+enXU5e1pPfb1Xnw9ynFYkA4G+rewvAnIXC8yTDLcvvXPAOfbU3MySegdN3m7Z0U5HtPS804FtXaM9FHT8FxpC/my+C8+aEuixHahMXaFoMAqrSai0x90einilbxWRJPaTjxvlGl+j/VsykmXifFs97EquAWnjboikFybS5WDwpqHL4xQ3yTJfV8XFbLcDtLolLnQ952vczDctDdMluysVKvML6lSV+SNp/c70yHfZ7xIpoDIZK9T2NqQLVb34VwHKYqyd9yEPUlX9G+5qVS4qcBKtTrWOju4g7cbj+xsNKO1hEz6neOjc+pMIZLJTvOWIDtlPfp3dE4mIUtPBSE3Ym675GykVEnxbgDIDzmoq9OgxL3cOsb9TmNGaobqP5WempDTK9QWUTiOlf0L0Z/6GTfKwh/TKtphHupZPJoyX2GqypcIOyt+qmGeNDlOaqcxDkFEWnGx2KR5uy/W90SBT7U90uW+uvCEeR2uyDR3oaK58hKXCQ3MsfbqqYfba+FfGBuT2ZITOZm+ff6Zi3/9G+tbEYTeb97w47//nr9f/AI//jjJLX2YRiRTug7rwMUZUw4x1Gmlmsy3+xzkxUsf1HJcxr08ucRCtqo83X95UJWHHO1EwuV5lquWFCp8KAQrH2XbyTI7dRGeuLDZCb6pSTi7Ft29Xw9eldyZCD39DEslSLK632Yu7yViNrg6ypDuAOwxn8txAqHV5ezrTNI9zpvhsmd3YSarrx29Y2G0rOybhky+TrHUoNmocKlvMH/UALLm4p9ky3RCXaQ05qzFOzCCyUJYJFO0k8VtbMRZm5KsFbtc6rCF5nH2RV1vMDCScO44OharfQ460im96bRKn2tcGU/NZSZ4kBaLE+SVeosB5OuktRytM/i63Gcn0pbQaaUEKazzWyvC2TlRVROpKmBHjQh9l4aAtJYYG32jxsnZEu+XY+qwmFEXYuOWZHW/xEWhYVfVjMKkkUyAe40wx6WnJWimElyY9saDbYOoN0hKx50qss7HyYTrvuMhyaoZSewrp27ZX9KmZKdMYIUiH6QUJnSND7f77FaPuFzagCONXj7mpsuMfBsn5Xtw14VsMfpa+z2GOAizVYrnOafUdzbLSrUvIpl0jRNGPOk3any83WTnUU0iMzosW4K+AclJFaLKJh+9upz3vaTrbVYSBVqb/jac6pUhOqt/y73EN7jSbkNB4SANi+QYF4ZVOGLPl2Ym+F5LrDS6UDIjZmPPV0lvd6vsdpa4jFWtMop7LqgwwiMj0haZBDqtAhSHbXoabElO4/DiAJIjPTKDRSb+VoV5B72X0elc5sod3mkJDrUAWbGLLFg8cJYHNs/WsE0rYVWpNR1QqQRfqn12yn1hH2Sr7LooKEShIi+P4o22yUEdLpvLrLle3fTpM0axJcd0Mn3j888X/Ov/rtspcN8+t/irRPz9udXiX39c56cf3gDf+OWvf+af//c/x7tdCKaVKvcoJ6DGHV+zGdZS5sDrNS6b17AftwFxYn9SW5q4XPmkfCRKTHjyLuBM9kByzgiFElyWWeeyWWTNtpGLfrLdZJk1rOoDUQ+iujd8qEBx+AhEaxJB6qCm8bEC74f1Ed7fuNe/cLkLglJOYlQmsRxMkjyvlEqwXzcX/yTpIlxUMrwLtftuufz/2Xt/10aydP//pQ9sPnex28Emc+9KBrllmM9yoxLuZswmkhNjGqVOFsnQgZw4M3gMzpxIF5q1xCbmZqJHOLhWJYuHbn+k6LI7YLcFVs1+J5jEbTE7/0F9g3Oq6tTv0g9327P1BtFtqc6pU6ee85znPD+LHRZP+6KKRcdSUiXBU6fVB0K2zvProlsJYegMryu8mFAGfzBalCFNaA1eKO8s3+pR2SyxeFvkzQCo7jvPYCuh2nQyuA+BcXw1pGyw5yIWtWveNXXy9ZIUrjWeW1XIE+5NC/V9KDa5xOvFFNc+y/2xEBoPzKwMl1NemH7MRWGfgyywscKHY521T1hid9zc5mKgsX467UHObU20sLgCnd0Bq72YflVvGddzW5WBLETl2wpOimwdRibzhlTRprPd4HU/x7BW8QisYciSrzRYUHKlhR0anFB3jaW2dSiLVqTN6skEBHrI5FsmB5vSkCWt6lEKrfh8V5PlZJq1IqcP2To7IzjJOQeX11EhKbkVnp0dc9JZ4ZXZclWBFIezLGunK5xkiowTGAuHx+JQ9MryQJwgXO7+ZgCF/fjw0twer0d7SliZAuv5j5fJ1095vSG9IY0m3XPZPolHknHOh0GbZ3qLPJYSPyl/8qR5SMjXREinxvppaw4K9xgPmcCQ4yBlpAwDt9+LbntcLPmUjwb3y/usa2Uu7IOy9SAxhQVcyrAkxukp5/hY5vmz3r+611Z7wrukfc3iXl/yBakkT3KPbJ0dc1lWrWTG6miPCQkKC9iIU6oZXBbFu80D+c0ahzWoUE6gYDojb9GJ0eSk2HRVxZwMIR5+EsnSuaAo552cU779w7PvuPdlryK4LotoKfzb4wn6frfN1W7bE2onwg8va9b5I3LQE66d2WTJ6ZRMv/zIP374mZ95yw//63z9e0WH9NX6Ot///YK//PVnQORkevX1l1PdLgoPnpMpAo5VKyM0zVgWlraM46/zqlLkTS4DiOTJLysanXKRxdE+95K5HdaWOdgE2mVOVka8QmjR6ZlstU6htu2EimkaS4V9XiVMAvqgmNbyPikGISXBwYlzDSjLPKwduRbcQj2YIU2XKFXg/gaoPsyhPb9f4K3FCLUqlVHLs9FbsARwt5AwS/v8Y6a7MIRWmItKGumxjpim8J4725QVbJSY+NE5JxlZDcvLl41bPg6ueS5pfVgTcdtJ6eLp0mo0LS3G8sisK3fAofX+lM1vrX/KZa3IoSfx9+OgQ6siSJDHSYl8rslJWSbs9Gzm+ZZJhQzvVjZZVHPZTpqTKRBZ1vrqGtZY7Z067bJRe5Paf4kXlSPe3EiFEMnbh1YbNJqcqIe2bJ2XRFgC5wjVE2W1Z065Lzl5GZznc+fOGNZEIvAg6/vQ5y3jPRAqgro8BLn4mr02Srzo9XhRiuDJEblTggXpLAuFKpVWnftaEfbcAuuzlXCTaBjPshGYt0mXh7LdSOXOXDyZ3A18h/D5hGlMhsUVba79OfStsVqFq7aknbDDxOiGq+sVXvc3GBYzfKiMOGgF5EcbwYmUJUI9SqSyfbWn0EHScDm7bfz6D1QuKRAFGPaxw21VJPFIsjxDTZP7WiZUCbpY2QiRSUcsnPZYzZW5apc5bCdLyi5C/07n5NEZ5iEzmSeTUMbD6n4pPPm0cs98KQulERRzXLjymQV5Vc2AKebYNgZV98mrXm4uxYjuXC+VA4JfCz4aSPteo5DmeDJFFRF4CCTLDxWRTytU6ZBgfmMNugHyS26FpbbM6aadMw7bQ4xbPmorjhd/doPnHIefCx8aI6WqpmW4t6usWzJwkjlzw1dwxUcvYeuoRL5QZrhpspWFYbPJYl1W+2wXyKu2lYnXzvSy5JbZJ/PTTz89pmwwE+M3v/nNXBRMwxp0IKLMbYrJMQclUxJvqQCLwbCWEQsuNFeTSDQ8vSZcoJuBxVFIyF6KB8VEVmCfxSqIMOTBoyCTmQaGTVhVIUOsVFai28DDZXBOppRWf+XQa3RpzeDurh6IJxdcHgNEUvgKz3Z3Q9ZORAXRuHDABOGCrjCnSAtz3J7l/L5wrAr0QQevIOu9wdgYMTyXyUIDQrjCEJTfIwqimth+eLhcmLLAV4I55JoQnqTO9ZLl9h8T5jBuFnnbqQRUjYzzDFLnOCoHSHA49fwPfhN4MhlNTnId2zCRCD56yYUrKJ1G0fMfMo6kZapFnhdZEh6l/4gQdl8C9to2H64rsfSUxPIeSPdGk5NjeA7klSq5vmcMoutEHvvB6zJZgRqdy9oZH3CKKsTlU/PDof2pC6JYUPL6XRaPhMdpq8TY0Bme4xQ3UOdlSq+dycY62xyLNaAo9mVagyDP99gzS6BiKezeAV5lcXTs6v9z7/lz8GTSa8LoUm1zpb5vdd5868zNz720Es+7PXxv/4Y3E1XtjeClM3ipufhTAI+cNCzUzp/nSQxuzWXUPCUvoDU9nryS6Xe/+918PJkM6G7DVSFVND19yGoqUQvVMBh7y2ZPfhtOzmAnpZcU4Ev0nQwpraZIkSJFihQpUqRIkeLXgyevZJqXJ1OKFClSpEiRIkWKFClSpEiRIkWK6fF/PvcAZsW0OZlSpEiRIkWKFClSpEiRIkWKFClSzA9PXsn0uZJ+p/iU0OlmMpw0jSnaGlwW49sOaxkOa3rkNSmeCqakF6PJSabI5cRkZnBZa/qrOckKGNb3w1rcmFJa/VVBr3E4Nd8SGNYyHGYydGd83eNmMbQfcY8awyQdGU1OgvrRawn7EDQeeq1e43CqNTgLDFGFU8K1vvQah8WAte1F7PPrDBO8w7HhefCw+Z4L5LuI4CXDWib++fWaqw+L1qI/CektRYpfGaJ4ehSfDsK4WQxYv3JdJ+FbYPOY6fcqncuk7fRa5D2suYn7zLKnTo3Ee9xD3n+avTFGHn7oPdeir6T0GN2ZlB+CnmeWc6LTfhp5a9wsBjxfMnk+CNY6mPwMY8xhjueL6arLPSJ8zupyKQQmT1IoMGmCs2fL/uRlw1qGTmwJ5Cov6yO6mVxo8rrVnskBOkOeUHn3f1nElOe1EFX2OiDx4vBYJLsV1eEiElL62mZZ24OTTI2X3sSzhWWFLrX40skprf46oCR0DC6/HpGk2ILR5F1bJG6cPmk42GWotQb5nFrGDkBn2AaqK+4KdyEYn3cgYDzDM5HsPp4eR9wPYKmxJ641lCotFg/XKuTjSqVPm9w2KOGqcc5bO9G1wfhaY/1UXlNqcZATQnJUImzX84clPNYavC6p+1QQH3MnGx2fd3jWaLA4xaOGwqqe2RKV4pZWck7BgmqVq7Z37O7qdu5926qu2Haq1IRWwHQSsa72NhnWdPIPXE0wRYpHBavCGaKCtLrHr/Z6IOVo729AAO/Seb9boGLKZOGGISvvZVnrj6A5kgmVdS5HOdZKDlMN5J/VHq84Z0hdqQobBO/eVSJPkcNaeDJj9R6vV465NFqBiazzLfNR5MR15tKD6mbIHmfx8gT7ulJgZvJqqgV/xcSECDo/zaPfaBhcbstk3p7qz0uNETsb5yFJ9UPmUT9WioOISm7eAhau50ycz9TgsljmCo0lbcBVuUY+9j06uL8ZsLrf9xRUOOfDoMrL/qQTazC+BrQGryYpSuErbsQECdujz+OB/CJhsvAnr2RKFUyfH+Fl1WOq2IQgVGmlbrxag/XCLhdtjfXeMvcGbiYpSxq/NPfkF97Sjzrd4i0vXIuklB7anwTCyvPOAKPJO3rsSDq1hB1XRTir8kyQYJCt87JaFB4RcfuCoTOk5BykU1r9FcFRHPireqgV1PZilDqKcBalLHUhRDAzzvkwEKXFfcob/Uwc+jfr4UKmr+qLOp4qFXOT4XWDF0kOB/oZV2isW8rW0Q13wOr+ZJVNvIcRUeHKfwhLUinIrTgbcT8ouOcpW2end0M3rAMP77BKXzvDsJQ6Xr4hD4NWSfGcKBzgjFXnfafCi36d+2aTcWk+1V+GZ21oX3O5d+r+TmvwolVnq+WMPb6Cp+RVkkYutpvkJZ8K2seXGiMOrL5S/VKKfyUYTU7Kbftwdl/L0Gkr1c6KOS4sHh5RpdbCuHkEvb7D78+3ObTXm8Z6oyBKjmsaS4MCC8re4PBPbzXEkli7EHyIlFXCvFio77NavGVMiQWF/wVX1C0psltCg2EUElQcDEf4/Sc1ggOgrUiDgKNQD6vutbSSm3y4c0DY+aqT8WgRZppX8CneJO24ZBQDfFXcQmgMDC6P2lDtifeiw2JD46Kc8ZwxvdXw4hR/qlzWZ6sk/u5k2smqjxpN3l03eOWRf8bnHZ6p6zMIUQpZj3EnEK53tMErU/CVd9dnXBqbOHPrUWy63oX47T7iNj7lr17j8Ch6aBaevJIp9WT69cGvtPIqq+SCaccwD2l1uJR/jnWd4VmZC2VNX9mLWGOpsc9OPZV8nxwiGbWDcKHB4HL7hpd9QXRiE4b10SlcOxae4XGH56f90INevtVX2jub+KE6tHaGC63KauGWRbV8bkqrTxz+Mr93nXPGdesdW78nK0c8rOUUi536ywQl0j0C9J2tpFcEjyNBYJGW82ydHbNOsLITYZ0ftBX6tDvw8Gd5P61hK3GGZ8H391k851pmXoHR5O3ugDtLcaZpLDHgyitwA9AOKAMfxjsUxfTRCq/7UWu1KqpL6jewsmF/O6wdsSj5zcIGnNT0CStXBiO/12Cpvcv9CHkgOmfYhqXGBguBhy5HqRj6LmwaceDaxyWPvtvd5nLjc5bjTpHic0Cn6/HYXNhrsL65zLhpQN3j4VlqUeltwlmNYSlIxtV5f7PPVh37wLje8O8Xa/UWFt+eqzekDyW2bB7n4SHtDBfWZT7F1QMYDCdClrXTHguq0U+vcVi+ZjHn39OFxyb497YsCwXg2vpbKN/ztQyd3RyHN8kUNkmiQnzKIBUJFEMqXw42zswH4+a2pIG2a8zO/zXWe5UEPXnew6DslqmBq3KRxdG+/P8ZFZeRNgKKAc1ZO4Im880ib6SBL1LZe37D89OWoGlJO+ujfe53B1zhl6tcfXkNUlheQ8nkRBekx9ZCS/EoN60bCf6yuh/2nqvRFa5nwAxKph/5rvtXfvgZ4Lf8/j/X+fqrL4Kv+8tf+eH3f+RPX385/e1CMDcFkwEnObir4tfYldvSzfOIN7uDhxV6J8VDj+9TPn+cssB3EHIzr1gGe3vE/aalkXUfmMbNIu+XlbZPZF7jLc0x92fKQ9xjm59I102ppAyEwbB2DKctqBW53NvnvlPhtVkXBy77sibv2GfHe3vbHdfgsjlirV5yNnFDeCZYB8Ngq14IniCtTk2LdvsinbZjiRVWpfmNb2ok6H9YK3PlEjwFzbksUYnci92eULOFyQm4hBqjyUmuA1hCYIAwIwUvvJZW/YyPlT1oFjm8kaER6HTPNjkwNxnqJSGoGE265xtseedfurpDh6FRZw0nHNCeS73G4dFKIjfsucCrHNFrnNyeOt42MRjWtuG0T97QGY5ueWfzDpxnOYW3mQx3gfvTiHtWyAPj22vH1V+vMdzss2UNI1tnZ7PGYeYsQThGsmceGyLklptlXpimPd/qoW+6NR10OLMw4CInD50zW8onhcGwtm3zmKVqg5crHYbLCfnMzO3nAJ9XISQKvX1CmHUfmQpe2TNhKEhyON7J42ZR8TgSuLC2iUCvVY8XpMXDtQEnzR7PO8IjYbFZ5CLIWCCf54Xypy/8ZWDdV+wHefCFNzmoBnxnMNQhX7LC9UzWvEYJvcbJ7UbknCYNg57r/p7NMS7WGPbFGhqeXQsD4/YxeVVZ4fJINYK91gc33IP9jPmWSWWlyeIyidIbhEeFOHOT9Nl9cylpYyoPrSngfZZAhZbR5ENsTyVejEZsBYUvOh0xNkbcA6s9j2GrmOMC73pW96hg/inGL9vb68pzrdHkPXtynza4PIKK2WexWeS+Z3LgMxBuQ5QDm0yR4NonfQhRQClyqjrHNh1Ue57xeM7PxSRyl3veVFoPw9RKpu+7f4M/vOJPX34Bv/zC9xcXfPfFFl9/qV71C993/8a//fE/+e3/N+2dojEvT6bhcYCCCSC3whLASo6F5QIwiIlt/cR46PF9yucP0OqqsLX8n0I4fQTzelmssdCPFh7zrfA8KJHt5VyPm0XePtD4Z8Kk/YcKRA5WQ74fX7e5yLVZ7Y1Y3D4m328pjPOasSG9mFak+znKRp0d8d7On6TBRunTW+kfybuIosVYGE3eXRd4bYZ7is06vqmRoP/oXBLCYvehvMubIpEbuduDSQ/PzTXwHkYmO2jeHxe5aAtlWVJ6HZ5d83wvC+ewuinzgDRvybeEl9OwnGHYM9nKbfDCKwRboSIgcy7pdDO73FGl8lgMNngUPXEwmrxrD7izvBOBl5J32AK1tO7vmHWZYLXsUfrd8lHmbVMLBIjDQdvz7kUITCdTnNzK6Qza76k0KPMm8mA3Da2pgrA/bF7Mz6fFsLbNeO+Ug5acOEOEpLI/5/Z6jZPbvfCDYNzvUVCUosLY8AkVXJ8Is+wjSWSmQEh5aCJD0JQIViRMkFoiW+dlDxZzfTivMTwVzzsmuQLB3q8sg4JHcZE4XM6l9PQcfhXe5obB2MgGhmd/npxMWdb6m3SLTRb7ywyvK7zIZlnYXxHJsANpIXj8QcjXxcueTWEpcycCd7vHDOvxNO7MZQxttf2eQfM+Yzl7WjnAEyxIoeJWZC5ks9G5Dvt1FrIjIMwre9nxPFb2v9WeSf4sE+kdttQYcdDPymdo06k5isbL7V2uBrtc7Tr9rRlNupxOzpfttRThxaQYCb0YssK6BhftMoc0WL/elc/pN37SMyPP2uFjvOUjsKRp3A3aDPVWrAfU1Eqmr7YUZ7QvvuDL/4B/eq758bsL/vmHLb7+4nv+Me2NYvCpQuUcwVNjUWoiLaXHUrUK7bZgtFqVirrJ6U26R7tcDUTb1cY+W3VpAc6UudKqrNLmalCl0oN35TZ3ah+GTne7LNsL69mrlv+QEjQ+FZdFuABe96djdnH9R1ogAhb9ZJYINWZ2Ci18YWVqV+G4554Vgf2rG7fC/FzPHuWJlKR9HJ4I3QGxysloOO7aw1qR8akaQy0sI5wbrMlQuLVlODzbVObRslAKq11cwuJYPDVahUhaTMIjVd7xxqJXrcFB35LEDS5r21xYHgRag5f9uk/I+ry0GOC9YQk/6noMSn6pzFeQkO1et5OEywkECl0rDdYbp6xtnHOS6fA8QKhxKVv0mvDgsEMfFMteHSl8aDzPYbtt21CFp0aBiw7cN8/4qMHq/qQHwqgcHgHCMoBXgA31UjAYduAjmeCcEN52yoHfOpzm5bM+81kxEXyqBye3BsgkvMPjXe7aTkjtklbkqtDjwAxn1Gshlu5kUMJTQg6YkXu5N1TQ9S5iDg5eOvQ5ROh0i3LP0apUKtDZVfNiJOMDgbA9URWazoq5SIRZ238KhMqa7ne61Bixs3zsHNgsXhvRXsAz/1UNrivsKHxa9fRCa7BKh8XTvquYxlJjxEuOebfrkXUj9pHLYkZ4XTYKfNh19pH105YTljqrzBMBax+z+gv0KomZv0ReOmGeSOA6+OdLQml9wp7tXX1/Ax87IbzL094e07GT9+8E+Sx6TYZsDUINd/bh0hNKnafJSUb2qTV4vX9mG+aEJ/A2hxlY0uD56WMKmy2xdXrLSaYMDZkwvbQBxSKXCce5uKJNdMeJDGFWLsNGgYvdNu+ae+TnZJxxrzXL82cOcCkg3YaJYS1DJ3Mtw+UmCQ3zGDhcuYG8uUyDEBCeWUqm2PTLZkpf0nCwVYJhE17Us9KAf+qR00ISrCdM+RE5vlIdSnXl2eohYajTnw/G5x0hx53u8yxX5upMZ6sUzWDnk5Ppl++5+Md/sL6lftXlb/yBrS+BX+Zyl0A8eE6m7DLP7JciLNoWkSzU+7ymyJsOVEYm+awQNt81DYcBlDZ4kavbbu/DWoaubrJVKrE1avAx12FxZPL6vMabsuiH46J0PYXL4zNe9JWFY+h0a022WvXY8c0FCfsPtkBMl/jbgSLEVh2rMCheTbFuzSPur6eowvU551Vu3FN7IiVpH4OnQHdTV5gKoJlxs+gOTwFpidvnJeeMEdcPz65Z34vakfyHYF9OJvlfvwD8BGkVImkxCY/Mt0wO9kRSdefA4uCyKEKSbP5i6NLqKN/h535+rHC5IIVQxuFfvpCHXe5U4f6BEBQu93yjLpNBCiHwLpfhPopPK4rcUA+KagHODfA+S7bOjrkhrNejGhfA4sYK7IYowCDgcGMJl8E5PGZJ/G3DOOdDYZ+dVs4OfXX6ObMTWnvh5h0bvBotcz+SSkclxNJ5jnClohUKO9R1ZUmkKQAAIABJREFU8qUSw1oNWpbBSb67qb2Y3HAOmAF5kgIOpOOmWMcO3EK2+3A7uSfTZfGIxf0RB6Ws9BLKuQ5AsXwgCiN3vquJMWv7T4FQWVPQ2esV9dAjFZ5nm06er4j2IMJrP6zs89qUyaH1Gm+undsPa9sMN1VPL52ucpjJt0wONmsclrd5V93n1ajFAroTdhSxj6z1TShm+HBT4dXIlPzX4NIKc5qDzBMFax9773mWk1vlopj5m8RLJz5XjghT3mkJBdz9/ojF6wLPCgVe9lsg+QaWZ9aoRhf/erYVj5omqqB2Grzuu41242aRN3Z4dAwCcrO5DYCl0HAw+7k/dbichewGz7VdJXwry9p+gUOlmEE8rj1hdJY8qPBD45wPA2mQSQRZwbPaE+kYbtp0dnN0l2dVoArvqGe9h5E9hsdqDjKdbsbL8wdclMW+eGcbJOK8ZNt+ryOtIf8j9pmPiWljkqTzEeMympKPSnlWeq5R7/OyluGwFrWO1THIIiqZckSoHIDG8yRDjlJcBfQfv6Z03sszdz5bIt/QuNot092MpsPZlUy/fM93F//kD1tfo2Zk+uWfP/PzD3/lLz8433X/7RVbgXmbpsdcQuVq0GnDai/oDiW2bKtinZ0Aw9Xqfsv2YMhvFninbjzGOe+3dx2PEA2ebSq/axXBeJYRyX+zMF4R8bsYTT6021z4SgpXybesw2j8+ADW+kyZXC9Z//OFxytAa/B6U7GIqN+fwlCHtdA17A9HSIaHfu7PMa8J8YToblJhw39QUpm8c+Bd7Zm8uO3wbLNPnjO6Omzlmry7rvAq8nYeT4FJcjL9imk1kkdGwWiKg786Z9kS+cKRyOuTTT6+h6RF1wHCtbmH5zy6++y5VJTcGZkyV0dNXpTqLMiKb1FmmI9HRQ7LipJ/dAMrm8CI4PgCGV4wsv70H0aAT5+TScHwuMPzPctj8ZiuXpJeC0JB4n9PQbxDvFOOayKfh5XjyUzAowzDrvAieE6Jrb0VTmo6+VbJrlYzF+u/Ukrd9jqS7xIIDqEA0JIkalX6VL+K8mQymnygwo5VZj2bZW2/yodb5fdYPvAZ4cuV1LZDDFd7snJg1O+xh0Wp6IziFzGy5kL9lGfFY8Z1EdJ5eXTN89PWBO33eVYs88ZKAq9VqZzamd0ZXlfYaikvIqvyTQdLDdW6X5pgnWs831OrYGbJV655Lw2ynx1xsv78biTKrQ/gqq2xPjLZyup0j1ZY5CZRD07qCRFW86FyysH+MSdn+Cs1T4OoA25EKNbnCZcTGDe3ud8f8fxIUbrnVlitROeRCoOjMKtSMWU1WRzlS7QcaUG+a6pULC+2Vo/VdpkrX1W1JN0phoqR9I5yKbtkAvrK7K7w+ZbJgeubGI8lWWU5GlGeTALCQyw+55KF2DNEaLU7OebtG56xy2FGfqcYsfN7DVbPw+YyqAKhznDKcDkLQ6Vqpa/KbXl6L09hSNVYP5WyWf2U9U4uoLqfGzMpmX75/jsu/vnvrG99hVd19OXXf+JPX9sX0v37F3NXMMF8PJnyLVgHLs6Yc3y7TjfXYbEnrXNIS2XS5tllnmmNQOv+rxEuK4a1UPUah+Vd3pTDmUHgYszW2WmJMq/PNvvhN5VJal+EX/Gvh6dId5HuplGbW5a1/R4LpZJnEzK4PCqQ7wPssVgscgKR1eXsdrVzkafmvBNNe/YQUlr9VUClQSlID2sZOsoB/t4lePoFn8DqMkHePr6cTLjuOxni3MxFDg3OnbFZeQqs360Da/68xqXxqfOSGYyvZxSMvYn9Sy3ytSLdM/i4MmIncEoDKhNZaMWflHzvutqjAixuAKzwcbvJuL/Ms/YZw1aOccfiRzNC0ulSo8fzTlmGXo7oFs+4N5yxxHsyReGR5WTKrcDROdSn3NPi2qtK08CcS3G/T477m4EwTopOE8iaWV5IpcwWNY/SLkn7EluWd7NhMD4/5s12UwlrFsaRT60cfkgkz3uVTNafzPtaUfS6vK893pxGk8vaDR8re+Rvdh1PD8tIKL2nV3uSJ1nhcNUeB60cl0W5kZRags8ZSshb7Fi8kPLPJqE8xFW0xIWoggF+zDWBtV4TXn6lLONbeHOssyYrq24lZBkiX2NbUa579vis6j3WSaAcV9OEtMjbfMOKgtnlqpyJ9Nxx0ZslR1QbvFK9oz7ZXh2VzNpCUFJ5FVGeTALCO1ooXw+kx2NgkvaZIXIy3Q00ntv38iCSfsLkrrh5ivBkMqxiKnsu2dJRKldZbV9DVc5TQnnRCQ8+Vegly9ppgw8xdPh/YnsPxC98/12Xv/N/2fr6S75AhMd99+N0vc2CeYXKPcjGaNzyUSuQz8lNR2/yvpPIN0+iRL7Q4aSpzzyUyyIcFif1kPi0yLdMDkz5UTcxrcFr0wxlpONmkcNMUSTpc0HnfafCC3sNVfwWr2ydF2zzxnVdcoybcJiRnmdzh3S9BcbNGieZ2oTvb9r2T5TuJJ0cuD690ITfNiwFk9HkJJPhMJOhWzvm3s4XkyVfgbtBSDy1jRveF7dhT1SmG3YKE1hYnzqtPhCydZ5fH7nXtiGs5pPmv3pwWiy1HLqzrY4mB72qzMXk5PE4CLGsLdT7Hvr1fkasa1YfAb8HCAxXZUHTh5kMh77KVGFQ4/az3B9neMspB6bJ64bmydd0zEVhn7UsLGys8OF4dr4xCawqec83ppUiDS63b3jpmbvFFbhqxySRzzoKJrEPZTisJXt+37tu5RhfSx6TXebZ4IZ7cixWV1hkBJW9QJoZ1jKcNH2bXzCUCjQ7dVUpV2Kr73gb0i47NCM/caW1E0HyWN9BO1vnOR1nnRsGl0dt9+9J+IBeC34H2TovCx33PBk63WKRrj7H9rMi7P7kWNSueWftyUaTd201j2MyWXOhvg9HTaEU3lPDd+PbXxaLdHX5/NksLMNSwdJylcgXdnmrzM/Y0OkWM3OcnwEfjpu2TEPgHhsj84TObzJ8vBWdj3WlkAEknn+XjDtqiIISCIWJygsqVYSSJkgeVuSUw0yGw23x3IL/VamYJpWq9a88bPeUw7u1T4UdLrN1dpSxvG5o4WNxocPbjCX/TAs53sg9MFqmm4gfghPuJM8XCxsVlq5vJ5ITxs2iYuQUc+/e40XovFWZ9nUDLnIZDovN4PsYTU4ySh7anKC3u90ch5kaw2ydHTkP9ne+9kpVMXX+9uBtrsyV1uB1YoOUGP8sayf23SrrIRzW3MpPz6+UEmup71KGzDV9gg2h7HXuZc1R0FkULC+xeETMU8wciRB4RRaSdOAolYVr5eJeX8ydtc+HvlMZ5hhW1dBHh/5nn86T6Zcf+ccPP/Mzb/nhf52vf/9H/6U/fvcX/ipD5h4iXO7BczJFwLFESncxLEt2W+bZqPOqUuRNTvjRLVUbvKxodMpFFkf73EuB/7C2zMEm0C5zsjLiFTiukK1TqG07oWKaxlJhn1etSdyMHw6BlncvIpIZJrJGeMqCumA0eSsXkFcjP6wdsah4nizUgze/qLKhcbi/AapT5NFJgPx+gbeWRlurUhlZVc+8Fh/Lq8FtOZmlff6R010gQivMaayHNlLmQiqpFqxStSXn94+NEQejc04ysoKWl2aNWz4Oru18KXZp84RDf7q0Gk1Li7E8MuvkLQIOrfenWFjW+qdc1oocehL+Plo6BILi/R8kj0QCBOVkisLwrA1UXYJZaMUno8nJ0QqvrXx52TovictDMB+oe89qz5yh2pp3rSpr3hRVZQ7LAXuVJ0RqSV4fdz93ZSXn/muc84EVXgGuEM1WHXSdhRDamSjhrKtIQsRBLLEnk3v9dzKyhLKpulwJi61ASJgksNbfp1vMcGgn/q56fo/nA4J2Ndb3/LSXb/VZbNY4ySiJo/dPXaH2s7afFeH3z7LWV/dkjdWeYlXORsma6oGrxIvKkcix4wo9TNK+AGfbIkxWPn/l1BlnvjViXNvmMGP9rrG+P5Lzo9JJUKhgEplG4/nmMu+3M05y+FO3sj5c5omZX9ULte32IrDSaCxs7PNsW45Lq1JpVOnYOfWSzr97znfMZXeocsBlQe1e9pbJWwl3jSbd81O2sp/RgKSfcTUoOO9qFNcgDEm8XQTCFE0T8UM7PFuhh+wGzysju7iByI8bwdetM0iAd7Lbc039vc/BsozSyHSUfE1hybLrToXSclskzR712TJN8lbVs0zbaRMUjq72HeaNJquH+Z9xxMJpj9Vcmat2mcP2JMm6Py/U8LEgGeZuN8Qr3IVgD6uh3mR8ZFVxU72nJJRCIFuccaWtPFwkghUCX90nf17k0D6Xu72KbdgVNTN0ZHi8zY89sk30Ob2k0KE79H4ByPz000+PKRvMxPjNb34zFwXTsAYd+GzxwClC4Mt1EIAAhjmsZRhGJSQzRKLhVzMeVrsZWByFhOyleFAMaxnerSQ8uKt0FOoiKhUDhR4VyiFhTVZVyJBNWgoBQUw5LCdTSqu/AoSEa85fsTRJdTlx7f1+vCLfbSyIFiBFYt4Kz3Z3Q9ZBRDXQuJxLCXIyucYaGboRl/jb+X3hOOwwoF5bduVsC5pTXziML/G3FlBZyZ0cNn8eZ7jRPIeSaZOBB9OSP+mwojB1zbc1J256SWR4shEu/A+bRd75qvNM/jzJMWv7WfG57/+4cVksCmXs1FPz+OfXxT8ShbKIqm4v5Jp0FQoAInmx8rs1J4nD+eIK7kSkLwjfE5MWaogoKDTn4gjg5mdJ93NfNcewNobB2KrGqsiok4cCxhRZUiu8+ubGYxCLebfJiy75xxcfChmRP0nmRhK/B+1J4Ym8g99BQn7guq//ty6t2Hcl6CGJYi5kDURU6nPaydxd1vzItB0Lvuvi1pin4NZExkKDy+Kxq/jCk1cy/e53v5uPJ5MB3W24KqSKpqcPnaFeig5VUpn79Lfh5Ax2UnpJAb5E38mQ0mqKFClSAC6vxqVqg1c+ITkCMnHsy2mT6c/aflZ87vs/Yqh0gdZw5YFKjF/j/Oo6Q18+yRQpUqR4HHjySqZ5eTKlSJEiRYoUKVKkSJEiRYoUKVKkmB5TJv5+PJg2J1OKFClSpEiRIkWKFClSpEiRIkWK+eHJK5k+V9LvFMEYG1YyUZGVfvrKIqL9RFUibIgs/3Fth7VZKiWkeFyYkl6MJieh1SAiG3JZC6gMYjQ5USqGxFc6SWn1aUNWFIl4N8NaRBUZC3rN1YddqSzyU3talQL/ZaFzOUH1tyheMKzF0YT4xPGTcbMYQLOSluNo1b7cqXI13T6dwsbU+9Dnhk43YNyCTuP5UxA9C1pSqlkFfaL2QkmXFk0Gr5nPM9eCr4fMi16bbFyyUt5cqxtKjJvFGD4QIv/oNeX5kp8BhrXHRPuGUsHQI3vptcT80drD58UbH5UM6HrPnw7jpr+a50zzYu1hSfe8xBC0L8ZlcBlXqdtzbgiTK8MrqQs8CD9ltjmerrrcI8LnrC6XIijRmpLcTGu4S60nTJKmIqh89LCWoXMdl3Suysv6iG4mF1nZ7gCdIQ9THS7FPBGe1M+FqEoRAUnshsei8oOoCBeR9NLXNsvaHpxkav4cD4VlhS6TlFZPafXJwapA2BI1xJdWck7S92qVq7aXkNyVD92JPXW6suKeXbUltIqgk0BztbfJsKaTf+AqbilmRYk8RQ5r+4KHRCTFFYnCj7k0WoGJOfMtcw45I3Xe7xaoyOp1Y8NgIZtFVDAbQVNWVjJ0Lkc51kqepODeoVd7vOKcIXWlmmTgw4Undf1XR7bOTu+Gk3ODNVcS9vBiEYkSNKuYKFFvPOwEwNUG6+c61J1E8Yt7I9avc3Qy7fhkyfbeKhPxKj8FtRWJ6UNgJcjVGlQ2gu4BVvLbSESt0VAEJfYNSng8kJXAguFUV0uyXqoB+RyDkyy75zLoGvf9liobEbQSLv8sNfacv71ngADYtNyuseCqSBsML01ErYXV3ojFo2i50UdjxjlvrYpgJYPxtca6VUWx1OIgJxQTz2KSc9/fiIpzL720H0hbMUmhjSbv2gCiCpgbD8tXnf3Be9vNiATd81g7HsgqfneoFRt1xtcaDMp0o4rnhGB83uGOKpUHqla8uokt11/shiV01+nmdrnTNIZN+LC7y7PeiEWEXKmed+9vBiw1RtHzNE9+CjPT3pNXMqUKps+JLGt9kzX7b1HpIh9WyafcFiUcA0q1hlakKWecjVBrsF7Y5aKtsd5b5t7AVWbbSey4J78QpRW3PON74WIoadLEpwEvrc0BRpN39NiRTN86wLkEe6uyW9BBPlvnZbUorF6xhb50hpSctZHS6pPG8KwN7Wsu907d32kNXrTqbLUcTUB8FUT57uUB6WK7SV6+9yC+uNQYcWD1leqXngQW6vusFm8ZU2JBlg6GMCVCSeFzCZXrUfAoyMfNI+j1HV5yvu0ud9wocJgpg6axNCiwoAiRjpLLW5mnJOgVgpUZskJPighZp9rj9co2hxnnt9XeiMXjJuOgBOhBRpMwXqPXOIzRq0w9/vYuF4hDVBDsEuETVyqaclzzuI+yRt1IXrFTduTa18fNIm9u9oPHF1XFSlwQqDxSFVbiEAnqoV3MS4HnG56Grqpc7opQiZCt87KaYai3oguXAGNdh1IpoNKVZTBR5jPUwBIMmyfpNQ7L135lRclkzVN9Leo9jM870BjJ8Yy4HxTcZxqpEO5GDco6mFc3yYcpXaruCp5D3YAgZQ4Gl9s3PG9Ueb6hGB/mnsg+fK+ZqNrd3NaOCqmI8Sk1Sqz1c1DMcVGukY+sTBem+IpW+gpMq8jzyvW+gbmrVRtNPuxqLOY8lxWWWUDnfRue9T5lZczZae/JK5lST6YnAJsgwxfbgm9j8ZbklAywHbPYpXb9Uv451nWGZ2UuFB5yZXsUaCw19tmppye1J4eE1pLwzVEwz5eySo0QxGB9dArXBVt5OTzu8Py0H2rlyLf6Sntnd3Zp/NsZLrQqq4VbFtXDQkqrTxb5vQZL7V3uR7AIwDnDNiw1NkJK6ToedqGW/WydHdMtXbv4oqT5u91tLjfmU6J53CzydqIy8SmmQ4mtvnOgcNFH2/JcIEBBM2/lus77m3226tiH2vWGn0+u1VtYiu7Fud07hYXwfankP2CXpqik9hBQymgvVavQxn3ICCwfLw+WlQYfd8uOp+bE7Ma9ZpYa7lOYtf+u9ky2ck1OMmVIWG4+UvHzEGgHeQRYqEY0FAfWfC1DR5GDh56/YaS0MRh2Biw1TlkLVGAAxjn3lT0Xj7m/AVZGxFnP8i3TXU5ePKDLm/wqs8tStcqz2xxb8n3Y8pLN75KUVo/G8KwNVN2G50lhe8vI/VrTWGLAVaASoi0UfgFK9eHxLndorO+VIFvyKV383iPZUEXdsLYNp33WsgaXxRrDfos8Ol251uZneMyydtpjQTWGSsXdYi5IwdmWdPzQHqrWvTXWR0H3ybJ22uBDbpdOJkRJ61N8SZplcu/OUCNBEFQnCQlb/lO8Ll/3l3mfyXClaSyF3vdI9OVxvJjOOzWan1qYB+3NoGT6ke+6f+WHnwF+y+//c52vv/rC+fmX7+m+/V9+tr/4PX/809d8Of0NAzE3BZMBJzm4q+J2R7cOs9Uer1eOeLM7iHf//ZR46PHF9a8IHoCw5HvbH63w2mwFL4Q4ZYFvkbbdWuc4q9XtEfeblvXV7R0ybhZ5v6y0/dxzmRDxnhEx9yfioJuk/WOZn0gGK5WUgTAY1o7htAW1Ipd7+9x3Krw2pVXPvqzJO/bZ8d7eMBhns+La5oi1eslRBhhNTo6X2ZE0GRbuEIgnSKtT06Ldvkin7XhRrPb6yaxcn/v5pUJobIgQRm6WeWGaNi2qioHp5ijYai0wcEIqfPzPYFjbtud0qdrg5UqH4XLQvIqwqVdmdsr2nwoGl7VtPlwPuBuIMT2nA0nX1ax8by4wGOqQL1lhadK6rnor6jVObqNCVJKHSQU+p1QCoA04afZ43hEC+WKzyEWAMAz49nPf/QeW8lQoD/IAA3doqIOoA3QCeGUNAK1K5bQV4j09OcTzTasImQwu7w69yWWu7r5nmGeGhVBlRUjIuNaYbcCqEtxoctK+weJTHxsjdhRPGUfpI8I+WPYr0G14nmOpEnjzSGWro4w3uCwKj4f15RFj/Vi+Ty/zUngozEyaEyFMZk3o7ZffrEL7WnpQ6wwtj5mgi41zPgw0np+GE/P4HPJBPPFGel7Gjkh5N3qNk9s9yXuCvLEF3EZlR4mwdK6zNpUhTZdGnr3ZlB1eQ49e4+T21PEcTjSU2uShrCEY1jIMN022siDmeZNuJkMnSXjZNMjmGNvKBBieXQvD6/YxedVJwE4XIMKyEnnzTwN774553mydnRGc5HbpZNqxnlfDWo6Lgcb6SNKm3FviQiAhyCEiCAm8thRaG9YyXFGlcrrCu9wuFzmp9BnkhDKyesZ7VSlrnauDzj9z4KfWmOZBe1Mrmb7v/g3+8Io/ffkF/PIL319c8N0XW3z9pXLR7//In1xfzB/z8mQaHgcomAByK0KzuJJjYbkADALzBH02PPT4EvT/LExwH+zy5qzHQV9ZZfYBXSLUtVJgri7QcXgEc3lZrMW6LQvrUTAi28u5Ft4LDzP+mTBp/6GHGQerId+Pr9tc5NpCCN4+Jt9XlaBCgBsed3i+IkNHUKzP2RHv7fxJGmyUHvxA4sMjeRdRtBgLo8m76wKvzXBPsVnHNzUi+w/wVBqUeRMpWHoPfkmsf+pm7vXsDI6lH9a2Ge+dctCyjAAGl9u7sO/vfdw84mPj1G2BTdredZgIQNzvE2BY2+Z+85QdZUzd7U5yD5tZ+d4scClGPMKZcctHV/42uxFjIxtokZ8pJ1O2zsseLOb6cF5jeCrob0zycAj7/vK5vN4iDxouJ8NUnMONHMd2DSYN9QlBvmWyfl2cQ0/xWMjd0m1K747SBtTcYXHj22uo7ofvLZ8pXM6NElujBt3tc4a2kknn/S6sj0xhAY+7b0QOkbuIHIt+mrX4ssb6aA+2c7wZBB2IokNYEilyw5SyrueZJ/xGB5eSzD5YaqyPHGY9Pu9wVw0wlCm4v7nxfGMwvi7wvAL34OdPHsPwRKFUXtj8Ue6Hes2Wt6Lh3j+HNTk3LnqZXREzvr2eTK4wmpzYc1OYzasKHTx5hsbNI660Kqu0uTjWWZs7nUllQrHJYn+Z4XWFF9ksC/srItl04PM4e9X81o4iYyX11snW2TGXxTopZ6TnU1Q+O4+iGbjzjW02Gvp4a0ApuvG4WaRjKUizWfI+Zbyy9gc33APcXgMrwR3OhZ/Oj/amVjJ9taWw6C++4Mv/gH9O29kM+FShcg6jceIlLQWIcB1uC0FSq1JRBR69Sfdol6uBaLva2GerXsKJxRQv7WpQpdKDd+U2d2ofhk53uyzbCyvuq4D4/KDxqbgswgXwuh+waUz5/ACMbviIlC4MgzEiaZ5tbQyytiViGg6TmWoTK6xM7eYfN5ezIrB/9TCSCdnAoyzySdrH4bHTmooY5WQ0HC3+sFZkfKq6fY4EEz83WJOhcGvLcHi2qcyjJaRG5SCbAE+NViGSFpPwRVUYeWPRq9bgoG9tsMJ75cLyqNEavOzXfQfJz0OLihUo5LAdKWy5+J9XYaUKz34hyCegqRZ42/NOIcisGKsfAV5ME7X/RDCavLuuOAomOaatfl+9KBGthCJ0j064x6PTLUq+qVWpVKCzayU8tqyVklfQ5CQj+bTW4PX+mXOosnPywJIGz0/nb6nOl+pCAcieffC8v4GPnUy4EiikYMIdwG6OEyTt6zUZRjAIVf4nyd8yEbJ1XlWKvG0a0hsjjhbcnnpoDVbpsBgw166wCDtnRvQeaa37pcaIlxzzbtcjz3nGnr8pcmn0Wctmya90eNvckHzEYNjBSTj8KOH2Kr+S/PEuJwlJ4V1hxp44LDVGvGKbN7sFyRedMBdXQmmXMrfAQjZLfr/KRbnt56Ge/r0KuWhF7ix5ZSSmCpeLy+2iQnfyBW1UWN0tcxLhSZtvWUoFi45H3LPCi2UYBikWbNlL5nLKKTxNPKAvXM56NrdiSNkjLU+sMLkuwnND7ceWdy2vzfMah7vKZLv2z3JMuJdYgx8J4Y3ec4xNgxrrvQofyjfB3pe++ztw02PJ5pX2PtRosF6AhT2TrZGjkHPahRsokqPE1umtHXK6AEIJXixyGbMnzXPt5E97cJ5jrZ5lWMvEGPEElhojdkyTLVlkyj1Wt6zlOhsFhfpaNBSAJEWCFgpwdxMdcuoNvQsLxVtqjDjYOOck1xFeYzcDKOxPLNMm5qdzpL355GT65Xsu/vEfrHs54A9/5S8/yP//9vf8cf1rvvzC23g2PHhOpuwyz+wDhrBuW5O4UO/zmiJvOlAZmeSz4tD6zhZ4gNIGL3J16XImiLOrm2yVhAXoY67D4sjk9XmNN2XRD8dF6VoPl8dnvOgrm4uh06012WrVY8c3F8T0Pzxrw/W1kzhUa/DaNEWMdfGWF/0N7u0wgSRQGEHV7QXlj+MOw4j76ymqcH3OuZSuk1N7IiVpH4PHTmswZVUdCKSZcbPIcLNvr01Aehfs85Jzxojrh2fXrO9FKbT8ni2+nEzyv36l3xOkVYikxSR8Md8yOdgTSdV3+n7f48uiiAW3BRZDdwvCn/v5JZzDdkCepIDD+bgp5kW5kSvUwC3MTujJNLqBFW9212AEeTFN0v6TYXQDlb3IS2JpJQ6he3QyWr4sHrG4P+KglJWeX7mJ8m65D1UBOXkUzBQuB4BO92yTnRZcFjPc749YvC7wrFDgZb8FtRq0RBjxeK/P2qhGFz8NW2NY0jRhHe00eN13HxA/Va6bheUCd2dCmI+jhWFtm+Gm6qmn0w1Rzt9TYEkr8FIJx4vbI/Mtk4PNGoflbd5V93k1arGA7gonub8ZwLL4f36zwKGV6H+jArljhvUWeeOcD4VoD5RPHi6nIoCOp0ZMeId1CR4aAAAgAElEQVTwJG0LBWXunA8DK/edhJrb5BTe5qRnjtyjBJ/08GKrzRzz2yVBUJgYExkCw5UWQWt+IVtnq3fDYTlHdzk8D9jW/hknTUPmirmFygYLuXPuzw2I80ZVaSFRuJzimVHtUaEcXd0qErK6WLXC+vWuMBCq2GhxYOWXS5j424a1Bls5Oy2CM/4zuzhH4DwYTeFBErJOAmky4NmseVpqjDgws+L9d+BVFsiqyj5rzQuF2cyV0rIbPNd2FS+YLGv7Cq+atf/4AbCQzbImp85RXsk58cpWlrHPQqnlUsiqypvVXg/Ks7nVqso0IdNVfOeLxRUNOhEhp9IoY1VA/IDkD8tWAYA9xi6l3DLPGHA/MuAaliohG9es/FQMbm60N7uS6Zfv+e7in/xh62tc+qMvvmLrT1+5ruv+/Ue+/PrLmW+pYi6hcjXotGG1F3SHElumRcx1dgKMuqv7jhCS3yzw7lb50Tjn/fauY/nS4Nmm8rtWERvcMkKbn4XxCiLPh9HkQ7vNha8cdpV8yzqYxo8PYK3PlMlDo/tXw2VE3hgvA8qyeFvjMhdcktmBxx1Ya/B688zvOisFiaEOa2H8WQlDGMc8nRvJ5nJ6PHT/M+AJ0JqFSfOq+A/2qlLIsWyt9kxe3HZ4ttknzxldHbZywpPiVeTtPJ4tk+Rk+hXTaiRfjILR9B+wsiXyhSOGhpW35BHQoiv3gvQ6kspMIPwQqAUGyQdgQk+mxBBeTC/NCU9WvgOOY7G2E+5G/T6zrsGzR1R7HOzdJqCVGMTt0UTQstHkAxV2LCNKNsvafpUPcbQelYswItxmpnA5DC6lx9VVW2N9ZLKV1ekerbCIN2QmGK6y9de7fKiccrB/zMkZ/mqvnxqxfENneF1hy+UVp65zCwM+bGe4K/R43S+5lBnxe6TAUuPU5ZHglokUr8jSJqtla3zLPJPvYXx+w/O9GCXO5w6Xi/TScBC79iPCOwAxR7S5OtN5sdIRniIb6jt0H+69yO81WMqpJc5FCLC/UtUDIEmBkojwoWBZxz/uYS3Du7D+S3usa20uznS2SiEvIrcCR+eM63U478ByHbIbLN44xrYkGN/C8404JuD2yhrWEnYe0tdav8SazMUVCuOWj2g8n8Dbe3jc4fme5c1+TFcvsVUSoXn0ZkgTkARKsaR8LUPHE+bk9RRd7ZkczFGXP25uc78/4vmRooTNrbBaic4Z+ODQz0Q1wk3Pw45uuANWA0MbdYYd3EnmH36kQpkz6ITLIapHYCLeXCJfhc7RNktRedZm5adzpr2ZlEy/fP8dF//8d9a3viLWQemLL/i3f/4yy+0CMQ9PpnwL1oGLM+ac3FRkYV/sSSsnUhGTtHl2mWdaI9DS/xhxfwOLAYbwhfom98Um4xhXV1dSs/Iub8rhCoXARZuts9MSVvpnm/2ACySMJt3zDXeC8n91PDFaA2IEuKhY6ixr+z0WSiWPoGBweVQg3wfYY7FY5AQiq8vZ7Wrn5FtCQIukPXsIKa0+aUjaW2r0eN4py1LuI7rFM+4NeU0iT6YoTOjJJA8K1KPXsOXF5Au9iGsfarG2EPf7FMitwJnlcu4cToTytgQk1VyGYcY9emJIXrFJKH24Evx7xxqaDN4P/+Hek+zTaHJZu+FjZY/8za4T+mQpUaQH5mpParWscLhqj4NWzjnUlVrsWCEqGa/SQVG0Tl0JJxrj22uWVvZISgtj4kNnnxWqcH3GvaogmsseaTCmooRY51jUrNwtlsLL4JLNCAWpwTjKkv1JEbXPRhXfmAQlXjQ0rnbLvAGo9ibzPMrWedXo8KacEcqBMytv0wMrmCA0/MsXFvMpco5ee70qOrzNyCpR5x2onIoDeKfCiz6ACOF8r9eTnYuMJm9vNtl5hCLk+LzDHQVeJg6o8BR9KbXI14p0z+Djykjwu4dEVjFsKYYFv9FSelXNczx6TVScLWUZ38IbK/9Oti6qkn426HTLbVGMYqLntRSRnxi5FZamzZ2liRQawvAslUWVETubMmy/2ov2co1EDD+dM+39n+kG+Qvff9fl7/xftr7+ki+AX77v8t2PzhXfd7t0v3e++PH7v/HDv805Vo755WR6EO2scctHrUA+J4VXvcn7TsLShwCUyBc6nDT1mYdyWYTD4qTeEpNACD4hP5Gv3PCm2PTdP98yOTDlRxVAZdhd2CFl3CxymCmKZHQu6LzvVBQmVPEvgmydF2zzxnVdcoybcJiR3mZzh6waAoybNU4ytQnf2bTtnxKtKZB0cuD69OJzQFgKJqPJSSbDYSZDt3bM/b4leGbJV+BuEJe88Yb3xW3YE5Xphp3CBBv+U6fVB0K2zvPrI/faNoQXwqT5rx6EFpXKczt19aBXYquvVLpqlzmUtGV9Epe+jYKkWV/YVLbOy0KHk6YycYZOt1ikay9rQ3gxhYRyxbefHcNaxn2PKFi0oLuvH3t/n5ZWZt2js3We03HubxhcHoUpvju8zVi8YloID6QDH89LwP8UXneYyXC4DXAtPQ+qVEyTStX6V96np7jKlVqi/zCBOVtnRxnH64YmDs9B+7vERLQQ+Ew67zuSnmNpoUS+sMtb5X5jQ6dbzHjoW2Nxr8XOPrwr1hTeOYc90jjnfkX1Bsiy5g1v14+5D1U0it8vBloCj5F4zDz/0tvSy+fEJ04hKiuCrcQryxbq+zZNJ7ne377P64bGVTlDp12lYn66EDkVQm7N2DlOVhHhO6vWXhEgI08Pg8tihsOMzG26711/FV6Zp7Cd4c3NPjv1LMPaEYunznUL9X0o14LlB+OcD4M2Qx2xJ27Dq4dWlMXgqixpT/Wws8OSkioVDS63b3jpeZbFFbhqf8bCT1Lx5aJb45aPWlhOT+v9ZzisJeRZRpOTs0373LWwUWHp+vbTyPJRkAnhr6hSCdhHxrdhh8+HhsGwM5BFiBTeV2wyztZ5WQXaZbm/6HQTvIvhWRsKyyww4n4AV2URMvdq+dhJKm/3qeIB+enEtCf2FpjWk+mXH/nHDz/zM2/54X+dr3//R+f/X22tw3cX/OUvfwXgt7//T159/eVUt4vCg+dkioBjjRAWki0sz4q2TIYpklK+yYnJXqo2eFnR6JSLLI72uZeM8LC2zMEm0BYJ+l4hmCU9k63WKdS2nbAxTWOpsM+rVpLSop8AdundEfdUeBGQQ+fiWuRreE1RutolyNgvs+gHPqPR5K20qPorBxyxqHieLNSDBfpkZSiDcX8DVKfIo5MA+f0Cb60QGa1KZWTFuHqt2O442Pwc2ucfO60FIbTCnMZ6aCNlLqwcYlZJ1pLz+8fGiIPROSeZDMMgl3/jlo+DaztZ4LAm8oEkpYunS6vRtLQYyxezXBYzdg6rQ+v9Kdbctf4pl7Uih54Evo+CDl3W6YgDWmJPJvd8djJteThXPdyEF49AeD6UfKvPYrPGScZJUr2+f2qHFo+b28FeTAnbzwOLK9pE1wta2OawbCl/NFZ7p3YOpWhaieF72ag9uk/+PJ6W1/r7dIsZDu3E3wExjPoZV4OCw6tHE02BgoAQyhD4FE3ZOi97y+StkBmjSfdczOPnUkJPRAt25aa24h1VpXLq7H9xfCPfGjGubXOYsXJIaqzvj2z6HtYywssFIezfDcR6tDyqo/dIldaCQ0XH5zcsbmwwDg0tNLg8W+GFUsHPHdYlrfkTevMMz9qAPyfTpGvRj+k9mURFME+oRmA3Thnz1SpcyfCNpGHzqre8lcDf8tqbTxhvFAK8D+19Qae7C65CIpmyR54JCulzJ1y3sOR7vfFlyt1FUNSS5RZKbPXOOMwU3e/ZSsRtmtzXMhxeB3spLn7i8Cr3+5RKloGglWTv2bDzujlzrsiDpkhCfVhOTjthyZz9ib8jwjftxOcBYWKFzZBz0oiF0x6ruTJX7TKH7ZhzV9A9shs8r4zsIiXDifLrzgNJqsxJRQ/VuXl0OTyj6vd+C4ygCJ7bhZZQIF8pIbFRSh0r3+FqrwR6E3ojDkoif+IbSccHMhF6p5xx5aZ6MH46De2h7C0//fST+ZQ/d3d3pmmaE//rxU3VNL+pBv6UIhIj872G+Q2Y3/bUrxvmn73fmaZ532iYN7FdirbfRH20hnnvaXZT9d/P129Au0nxLab5fjRjJymmwk0V88+NhJOv0lE1jDAk/VZ75k3Voq+qh0Z75rchNCd+rvrp3x6vFkgrKa3+WiDox0uTN1UvzTl80k1HkrZw08l9Q4vmf66Pl16jxhpMj58Mo4b5Zz7zGB4YNw0tnkdJnhH0CW/bM79NNHeCpiL5i9kzv1Xo8KbqpaGQfd3zuzVWh3dOsG//C9CCC6OG+W3sfGnm+57ct+y5Gpn3I/GveCfh6929Pyo8J6jNrPOfRE4Lox+rrcUjlfUgrlfH7uWZEbQ5aph/pmq+9/BP/xg8/cfOg8Wnk1wbcI9A+SNqnYrffLxAPp/3XbrfewI+ocgX1l4TxS/ENfK+QbJJIloIl4XC5DPXOgmV4QJg01PwPe8bWkB/zry512fQelPpIZwOk+3LEfCukyT3DoAtT8woU6pySWI5fKq1YwbwhPDfJ+o3CA+8F4WfLUzT2Usbfn5gP2NAO/Xc8RD8dBbak/NpmqaZ+emnnx5T+uGJ8bvf/W4+nkwGdLfhqsAMiTVTfD7oDPVStCbbMBhns7NZVnQ4OYOdlEZSgC/RdzKktJoixa8Jqmeet6z9o4SuM/TlpEuRIkWKFI8CtgfJI99LUvz6MEfae/JKpt/85jefJVQuRYoUKVKkSJEiRYoUKVKkSJEihYMpE38/HkybkylFihQpUqRIkSJFihQpUqRIkSLF/PDklUyfK+l3ChUia76/Ssmk30/afxKI5H9xbYe1CSowpHjkmJJejCYngRULYxtyWQuoCmM0OVGqxcRX8klp9alj3KxF0E8InSSGoOuZK73pNQ6n5qcCw5qsyPiUyVBWW/M9g17jMBNSUcndgazeE3KtXgupgPqQMOzqouDhFXptztWrkkFU1Eoyn0kg5jyM7iahS/+4lPVpVeKbms/OIrPME5JG1fc+h/U/8f0D5zHqt2SwqrX5Pun+mCJFihSfHdNVl3tE+JzV5VK4EVbac9LvJ+l/WMvQCals4aDKy/qIbiYXWlJ3tWdygM6Qh6kal2KeUCpORGE3Z1f48SGg8tfweJdnPVNWigsoER/aNsvaHpxkarz0VgcpLCt0maTsdEqrTxvXXOQyfAir1HEtqiGGVaaJpDsLSqUSL2Ir3iiVUe4C10dEhRsLRpN37Ukq9jxOjM87EPAMw7M2qz0zwdoSJYaXGnviWqsamFoFR6uQj1nyid55EAJ4GMY5b3OCj22VDMbXGuun8ppSi4OcUJ48C6OTwMo5wZioMpe31HHkfcJpcNzcFnxfVv9zl1QWdEm1x4ucASSQL6qb9n3GzW0u2gMuWOZg80ZUdYvItZfovUXsQUmro80E45wPA1iqwr2saCcqzVV5+UD3DpyXgVJJy1MlanUzmoji5jmQDvUml0Zpogp8KVKkSJFivnjySqZUwfR4cBV2+An53ldiWSK05Kfaj9ZgvbDLRVtjvbdsC1A2jCYnuRtemnvyC6tMrAWdbvGWFy7lVJoI9WkgSWneCWE0eUePHSms5lsmBy0Y1oqM9+Rhxmhysg2vgg4e2Tovq0XhRRAn2Bo6Q0rO4TOl1V8N7m9EKd3IA1y1F3o4t+guGDrdzJH/cJ0IjmLWf7h1flvt7bEYScMGl9u73EG0EteFBIqrTwW7LLwF9RmqVMxNhtcNUUI+DvqZu2Tw6IY7YHV/smSZ3nc+rGXo4FUgJXv3bsXZiPtBwa3kytbZ6d3QDeug1OLAdAYzrGV4t6LSiyzJHkHDiRFUklrywjAs1PscbIh3eHGss2bPkUWXQjEUPv/ekvLuMuKWwmJYK0O1F0mzgWtVKs9cio+kRRwmUPA5iC5LPjy25qRuK0LftQHadDIh9wpSXk6AfMukQohiSGvw+hTeZjLOGlTkuiCFkZhnyaNQaEbSilVAw5Ybqz0OWvX5ygcpUqRIkWJiPHklU+rJ9Hiw2mjwcffG7c1hCU4TCC4L9T4HdfUbIRhiCyBS4GjHHF6klfJS/jnWdYZnZS4U4ecqY50wNJYa++zUn7Bp/l8VCYXzcMu7weX2DS/7guiEsArro1O4LtjKy+Fxh+en/dDDQr7VV9o7SlL1EEM7w4VWZbVwy6JagSql1V8BDMbX+L02bAjPFwoJuoqi6VyGC9cXUXzQe6iGu84547pFe9bv0YdVC8OapYzyriXBkz9UPoF3xizI1tkx6wQrbgG9RmfQVtaaBe8cG1wetUFr2Eoc4SHiN7a8Ufp6UO8Vo8nb3QF3luJM01hiwFWgMqEtxhik6InAuHkkaGVvUu+TgTMP1R4HmwlvaMNPx7TdCiL5paM8CZQ5HAX+uFnkzc0+B3u3nOR2HeWcrYgJ6D9KjjGanJTbbg8/j1Iz8v17FHzeZ2cSzzEQtNxWPO1URZy5yXCaPieBd670GodHKGtQ8Iz7fZOtknzGUGRZO23wIbfL2+ZGwBzqvLcVTOm+mCJFihSPATMomX7ku+5f+eFngN/y+/9c5+uvvvBd9cuP33Pxt//l55+B3/4nr7a+wn/V9JibgsmAkxzcVXFbpxQlyeuVI97sDj6Nm3NSPPT4EvVfYssccVnMcaVpDJsG+XoW0OmWhSD+OsnGH6cs8HlEeaxxcQLG7RH3m5b10X3IGDeLvF/2CESffV7j4bc0T3h/pjz4PLb5iTwsRQmwBsPaMZy2oFbkcm+f+06F12adBQxb6SM8nfbZ8d7etlIbXDZHrNVLjpLUaHJyvMyOpEmXV1QcniCtTk2LdvsinbalnNNY7fWTHYAeyfPbSiRuuAc/LRq3fARonzFsJfFE8yo2ArxZ9BqHEWezYa3MlasfsRZUxUcyRYPbE2rmg6nPowg+qceTfsbHyh40ixze7Mt9Q6d7tsmBuclQLwkPCaNJ93yDLe+71o9luG6HoVFnDSeE0KaLT12C2j68W2OscXJ7ysGM68BRShoMO2J9XqiKzgD6cbx8AjxQAPQzGOy66dBGNeA7r3en3dEE3n0BiipVkbSb47AjPKTvAtaMXyETErYd4eFnhahOFGo4DaTCC5z3hww1XO21yMtw6wdFkBJQayDmbRtO9yW/jEAQn/DMr0sGdN1zSn5iexZ/au9Lg8uaCNkEWKpW4XqFnX493Ltfa3DQr/u/n/jWn/6Z457p4Z45fJ6fAsaGzv35Ge86bZjKqKPTLZa5GgBorDZO/fvbI8WsMua8YNFmEj4eNGZhhElm2HvqmFrJ9H33b/CHV/zpyy/gl1/4/uKC777Y4usvnWt++f47/s6/s77+J76Yp2ZJwbw8mYbHAQomgNwKSwArORaWC8Bg4lxCD4qHHl/C/i0LNwy4GuS4UoWsUGHSI2yFWvIE3O7QD2ytegTzelmssdCP3vTzrfDcIZHt5VyPm0XePtD4Z8Kk/UfQmIXQ8MzrNhe5Nqu9EYvbx+T7LeXAdM3YkF5MKwUOpbLKptvsiPd2/iQNNj5DHohH8i6iaDEWRpN31wVem+GeYrOOb2ok7d9SItGmUwxQLshwKmgz1Ft2mEc4QkJaAjyZwhAdfqex3qvwobzLmyKRyhC3B5MenjNs4D1ghxz0FIWIUJomVCjOCcOza57vZeHcyQkzbt6Sbwkvp2E5w7BnspXb4IVXoFUO8CLnkk43IxUTj0hYH99ez7gOpGfeYJf3ep2tnMjvY/M+qXxdKiyHd2Er4wIUr1OEy80Gt6LKkid8isEyWHyfLHJdazzPefubLmx73Gzy/rbJuPRQykedruo9VdkARXZ6+HWmMwyzFQ5uuNeBSoGLXBnQWPfNqwKv4pQw5cQcD2zZOjvmHPqZEOPmNvcrpxyY4iHGepO31+K3hXqf1xR5y6lDqzJ8fy74DM8c90wP9cxR82whiew9C2bpfyFbYqFeIr8MJ7fT3PsI9kcclLJgGFxub9P9xPvvtJhJxpwjLNp8n+DaoDHnWybr18WHGNpcMY91MLWS6astxab0xRd8+R/wT/WCX77n7//8d77++stpb5EInypUzhHWNBblpmgLKdUqtNtiU9eqVNSXojfpHu0qWuN9turSapopc6VVWaXN1aBKpQfvym3u1D4Mne62pXWGpWqDVy2/cBI0PhWXRbgAXvcDLOxTPr+Aas0L2Oil0DabhVrNGTKFBbAQFr4Sj7h5nRWB/avWO+WQ6Xr2KE+kJO3j8OjpTkGMcjIazkFhWCsyPu0rdDriHuDcYE2Gwq0tw+HZpjKP1sFFeBvFJfmNxVOjVYikxSQ8Ug2teWPRq8ta6bE8ag1e9us+fvK5aXF83nEs7gN/WIcVTgVwddTkRdghU1ViJEKIUgsI9N6wDvcqn/Aoab3vMUhZ5eYncwyXC90z3bSy1Bixs3zseL9aNBPRXvRfEx5zbUtZZ3nIVqnUcSsVvLl07DnTWG8UuOjAffOMjxqs7k+6x0UVMAgKBcOvYAz1QjMYduAjmWBPtyTea8Y5HwZV1hvXXJRr5Ed7vDKdNnYC6dAcSNKTGbAVplMZiBIUevApXiWCntPjMW0nwK82WL8W4W4vb3K8OzdYq2fFutYqvIrKU5akEAVgKV39HlnzgrPeV3sm+bMM7xhxv3xKpTciX3LPvT+P5jy8CQNyCmYsj8pNhjXYatXJc82b3QEXuSKM9mMeS31nGusjkzUc75vFZpE3Kg1MQWeXxYzrHfrkqofmS8BHRowRPGehVLdzRHomg27xlq1+nZ3+RI/4KJ852TPN75khYp4TyM7Wcy81RrzkmHe7zplt0ePhol67U88mlM29nlYaXFfm5mm11lcmMJslX0HIuTMhfMyCxsR++WHXkQHXT1v2WTFqTvMws4zp8t7SqlQq0Nltz+7xftvkpLwbcvZPEC0yatLd3nXGddpScrVGn8GS0OF0ugmS0WnCMyI//fSTOfPn+n/M//qv/zGv1e/+33+b//Xf/2P+9399Y37zzTfmN//13+b/u57DvTwf0zTNu7u7qf5VcVM1zW+qvq9N0+yZ36KZ70emaY4a5p+pmjfKr/cNzfxGq5o3I6sfzfxzY6RcMTLvlT9vqpjf9qyfGuafZd/3jar5DaKfm6pmX/O+WjXv1eGMeua31Ubi8Vl4r5nmN5rp7isRovu/qWJ+g2a+H/XMb8H8JvFH9hmJkflek9dXe65f7hua+F5rBD/TqGH+udoT45fX3DeceVW/N32/xT/37Ijv/70Wf8/7hpfe5tP+sdOdaVq0N8UngGb879+0aeim4Vx/Uw2jW4ueFJqN+bj4wBOnVWtcQbQUzyNlv1rD19Y0TfO95pnzkXs+HgMtOrzKzQtd71DS3o3kXT56m2Qcrq+roXzQWiPue4XzVfF84rcwvmI9S1Cf4W3C4afniD3TDKCzXlWun2Tto+9tyvVYNd+HPovs35p3Zc6SfaLX50014L2Evfsw2DxlZL5vqH31zG8T8of7hibHIelFpbFeNRGNfEPVfN/Q3POkNcz7MJqdlH/JPhPRnRyzb9zy+2+rDWd+e1Iek88R3X9C2p+aNwett8gb2fR/Uw0b16R9ToMQmbDas9/btz33fvltT6VPz14ayKti5ALfOko69GrAvD00XxqJvdGi0WrDdb0t88o1NHd8hmeOe6aHeeboeTbNBLJzr2p+g2b+ufr/s/f+ro1saf7/Sx+YvGeR7WCSOzOSQW4b7g4blXA310wiOTGmUapkUBkcyIkzg6/BmRNpwYwlJhGbCY9w8LUqWdzYWiladhta7QKr5u4NJrEt5vZ/oG9Qv06V6pd+uNvuqTc091pSVZ065znPec5znuf9tPVrB23rHmNrike/Bt1f79O2be8ZutKrDdOstw4YdtfkNpETYW2+kdz9PBjvg4A+dT5nchvzRpJGN23j78H0tsrYMwmxawPabK2p5leD9uivQp+E78FGoXI4tW/CaqO/nEZq32g0mp34+/MH3l/9wh+2f3BwLX3+/Av/+Nvf4N/e8aftV8BnPnz4wOfvnx8nkypDsw5rba8n5Ngema4775DStQPb+5jZWuVaDGHULrkxPZXAkgSLIumlVNC9ucvo5L8pGK6g58trVT7V61zVx9gnydTM8uXh7QNY7zJltY3g+9sn3AqtuUUyuU7fpQq7WxdWqhLi5w1QFVj3O7TS7ngwysgPIz8fovbr9Hjq+8+AFyB3JiY9iRhWs5w2xU/EU2hnlZs3d00Wt7pkuKClwHa6ynU/6EQbHCkUk3IyfcOyGqgjg6BV+bTq4sJK5cisHutcOKno7XtSWTRKhevpUznW2yU+5ut2xJJywUf01JVMeZm1vTwf3WXYPXmKPOATtXGa2BuL3HBEII1FA4yXgNef/5TcSAqtxAWZoPuHrJnJcoPF7AnDsp7W2jnu87pRi3y9Gw/HWY7yPbvvBrewsgUM8C6zl9KLAQzMP8dTevRX/cKcTALUkyav983oyxNaSs6umtaOkHJgkIivtXW5X++2eUzkOZWXOaxhcS2+89S9Ipl8jcxlVpdXsZ8UeUJOJm9Y0YN7J6jlEJn1iHi1Kvm5I2Fz+2xIaSNdNVoa5H2kaovR3216pJyVdr8oxPW0RGHUBi8eubRJkJ6C3Ih187q8YeMpNTK5kHTEVJm3bcUzFcU/RXiWV3tqvZQiU+uSMS4ZKjKnxaqDf0i3dwa0slPkSU2DL6CLw95p/u8c3s9RsFQR0vgIqmg5GZLlAxazeU4NXbIklSg0noAvSqvSKt7y1kEPMR3C2yzxer8s6KUUmUKfGwUHbcAsfeprY2pVPlFgJ2d8mUqxflDi0xzEaa09pV0LgMRGQ+iTVI43hWO9T9JR9mA6gvpsJt9EECLtEXXM5GT6/OE9V7/8lg0/Mu9/+Te2LTLwV7z65Sd+/vw9HvzgU2MenEyZGmwAVxfMOQwmjbUAACAASURBVC9VoZVustA28l8x+CeiXp5aZlGqvBhCOug5CUEFjHOLjG9yHBVpTINfkTnK73Ga93coeG7aU2V2ano1nMWtgPhag9j1Tcib/VPhxckdIaTxQXwNKdYP2iRzbiJmjc7xKpkuwD4L2SxnEFhdzrpOvtS5XS6bwbJnNSGW1ZcOvVS4UL4+V6NQqtOs73GjbLJwXAckXm+mgBTbhhPqKi2TNB0ufs4KCz4kx2HODHFuGGkkqpygmU5wZejZR0v3ejuYPHlQxlJt8OBkwvFcLzze9vRDFvMdQ9fMFG8MA3Ub2eWEDLteY6il4NJ+n6XKgMOu5emzNkqZS5mO9qU51nQepKXCDPmu7iIFuRoZOUvrAh5WBj4pOCIMTp9SW/htju1BhYe0mcZXouAnb1qaN+02GUOn+jrMZ+VkMhxhS5UKi3t7NBNhh1l+aW3O1EQ9JUDfiFzl61blzzCEHng8Kd/UdBhPl5uV28h2DA2rWSP9WWLD+NafMNfu77HCAib3V2XAzuYlZ+k9Fo1UwDGdNUU142h4ar00jmRui7X8BSq45C/HdvdLEOh8yXcOe6ene2f/fv5ayLHdNdJNNY3h5clUTrAgDKsy57dbvJvbAcjTt/mfCk++B/tyvon/N10DP/PhfYv/5V/Z/uE7XgGfP7R4/7P9i1ffb/Bv/Dfvf/5sXPIz//fL7/huzgTg8+JkepKTRu2OB2mVTNommLtpRkrcN5Ajs9rkrKrM3JROFo6yk0ZITAo9V/5wJPxrl9CNANfno3FDJlMTvheVn1RhdzTyNeCG1SxHiSwdzf2Nwk2zwBtrbSqMk+2myryhyKnjd9ExrMJRgieq1GKQj6IvCmcJecLxm/b6lyZ3Bgw5ccpZ25fw24LpYNKqnCUSHCUStOQTHi2OFT1v/b63GnJCfMtNtgj7ZiWm1QjkziZeuqw+EVJlXvePnXNbU1D7hYn5r55MFo1S4UgVx7hkam0K7RFv7vSqTpQObJ2Xq1Eogc5VIzvHRJBD5788Hw1HvuPzMP6mXM2eD8bGK1MzdHNvj9OEndt/6LNJT5a7rnnl/jdgQzLv4fG9teFLsyD1uTZ1i1blui7y0UVbM5PlAziu6g6hfaHTQ69P8XiS4JwGh6MRuxXJSY6tnHC1qo9TcnOFTyez68BJMKwWueqZzshpoNEp3vLWtcFeWIGP9QiE+FqVM5M/x3EPjU5RjLKr08xWvedSKuXhtJ8vhtUsR+k97qUK78pltgcVlqjTTCQ4kv3GLEWmUHHYIoXSuMxu54z75+sgSSzV8xz5vauA+720x5wV/gVEKapywHVGVPfHvP9vzqpjxk8krLXD7TJVnuL+mgaWzrDvaeqRzIXznqqc4Oxun0MPO8/i/rI+L5HJGTrMHHdjzIfpfXYrkl5lLsKYRX+fp9ZLCq1Elo6iOa8JcXB2ss61Y6qx8sOTv7M33O8U9v1k7xy1n2ezvR/u9IuHih+/ov/9O9ksLbN9qRQsE1xcwQuKrOuGMV2o0ZGz3LDPjsGlN6xmabl+Nqkchbe5x6eTqvXOTGwfz4BUmdc0bRtS0+gcj4/JXOdOJPS4Ktp9MlSqnFt9Mr89mCciz00/OY3evukimT7/zE9/+wf/4Jy//bf98e//KP7oFd9v/JH3V+f85T+Bf/k9f9z4Ya6pcjC/6nLTwD7dTejlbTFPjOucMWCnXOZdQSckBJ0Y621BopnPsjA44NEwOo7kZQ63gHqes5UB79ANCtojtmsNkIt2qpgksbR6wDtfss1vED2fkuBgnWZSansYR8csCJEnybK3194qOT8FHm+B0tOcgGQOVjk3I8OkEoWBGdbqJvM1owecUQizXJ95iXLnm35hn6SOQ+gLw0mVVGSOLrY4zNnfP1QGHA4uOUsYVafci6N2x0Ovz2vjFFiVi+AgEQ/Gy5XVYFlaCNWRKQf56JE5fsJJ9Hq3QUfOcuQi/n4ecmiSG3tFduTIpKuc5Xv6966Nf6Y2okCC65UtFsxKVhAQ0TRJuXY/jEdzzEx+ORFSrHdF3SKx1m7Y75MKWjPF99ZDy09vDzh0pFKGX+9boUarcna8wq55Yp4q85YER/LTVzMVI8XW2qMpx9csDS/qHUF/jVK6MyPvXQRCHYtmc8uKEOVipFY69O2k0SMTp8s5dY1DblNldkabenvFMvauaCk/vWo/wousVX/uaWIvcK7MEsn0ZClec8DCijThFRqdolioxZQjQ65Mpzx6iuNCNWv8nebo1iVDWpXrOv7RZJau1Ix1pERhpFd+Ot3bM9I75zB3v4BeAni8KOqpu2AQ9doVOHX94FG9U/hr8rH6eu+cuQx+p6d8Z79+NhHNdq5b7RL1aXLzgMWi0WapRKFSormXtuyd4PsDrIK7fQ1bhh0ZH2YbHIVSTMesxMa+S/a1Sz7Ve9zjrADupoqZvE+D2wwSr7eWuSkmnCTXQHifzm5jrncPaGUTHFnE3+NrzCTvHL73HwS2GdkgQ2/DeTphE3M3hP1b4B4suM9m803YcztITqPuERN///vfnxMbzMT41a9+NRcHkypDE57tQv/84VHFKArCqtxE4SnxuIcqJ1C3AqqpGaVQZw0XbSVgYeCTshfjSaHKCa5XIm6QRTny3QwZxvBqmwJ5n/Qhsyqkj9wamxTvTZw3J1Msq984FJkWtRlSsUMqeIY82yvSaf6OpTlWl/uCGFaznFNgcW/PZ04HVDaNkqYYwsnkSEMMXAvDHIz298kTcRPilf7oXKtNR8BQG6BeplkvpzxTLP2gb3r85VLnwSs4382vbzS7YlhGvF5I1Ywiu9Y1ksTGQXeMs1G8p8X5Ih42eIzDsJrlvFnwqGwZJvtifz8l39k4/NdIvU2EVZzVqpylm9bhSdRnOipqMS4jVkWosd/gkDf9M7HPguxMpwyqis7XpE4RVafrhcaL0mXTjJWIf8Z3/jYx41r8BH3ayWah8XzGSK1muRZlPZaj+UOrQqr88p1Mv/nNb+YTyaRBqwgfV2NH08uHgqrkgkMxNY2huzz15I/h7AJ2YnmJAWNE39EQy2qMGDFixIjx9eCKkvMrx/1N4Z/xnf8J4OGo/5oQI9XdEVdfqx2xrH85vHgn07wimWLEiBEjRowYMWLEiBEjRowYMWJMjymJv58PpuVkihEjRowYMWLEiBEjRowYMWLEiDE/vHgn09ci/Y5hQ5WDq0FMB4XW1FVTdBLIsGtVOagSTYyXhSnlRaty5lmZMPRCOrJH9RqtyplQ1Sa8YkUsqzG+BWhC5RiXvCryZJWejMo4s1Z60auOimuTMGfNCn6R5pRbt+h/HyXGqxxN3O45vKv5XHeFoKeHrruC+lCVE+Fjr8iOe+jjFlRtbbzvvykYsuk7norsU003HPac0FCVKDcwxtineu/0Npr7/h7/vvR6p8jTy1XYmPlAlacbRyfmMQ4CpnyXGDFixHBjuupyzwhfs7pcDB2Z2hYts+oW3kSzOiYnvfQquazKCZr9EMJwSrwtD2gl0r5k5GvtEYcoqDxNdbgY88R4VSxP7LkrkQjwILBVT/ZYNKo5Oat2hF2bYn0fzhLyeO776rIgl1HKkceyGuPLI1Deg+BFBK1dcp7W59J2TmPYl9gwq8vkahym9Y3LYhjRMDC86+MsWT4DhKpUw2qRq3qPK5Y53Lrl3qPinycUoKSXqG8tj9jO5dgeVHhI79GUt/S+MKpgTUSoLpBr33vqrQjrpfDc6YnlJ4RZfbOWBmBpJW0XPCiV+Fh3C5WzipyTQN2szljnyCSG9q2gaXPIrLW3UGWFzBNX/ft6kFhIB32/SnLK6bFU2SdDiuFdlqN8z7NIhQXtkk89WKo0fAlxvWw0J6IVhRmbO0qVjpZ7EiLeoaaRTHnc2KuKnVA0ZK094s2dk4hexH0+MfaefjrB0r91maSjSpY3gnWLYGf4FHsIvt/4GInvEvjek1aVjBEjxj8NXryTKXYwPQfkeFOp8JgDqHE4crILR6kC5q4gY0FctKUKG6t7XNUlNtrLPGo4DS2L8G7fatf2aMS29QOFVvaONw7n1OSVR2J8DaRY745Yn+cttSrXtNkx7COzjLSjCpxZ2c3LiEqVeVvK6hEcYYawpqCSI2P+LpbVGF8Z7rLpqpygiXvDEFbVTMfwsgmWo2PAY2/VlnXQS423b2lFaNfjbQ/o0UyEbJQ8NzfuzZJQzh7bwaHKeSi1g+eTx2bto3sTWXfeX3Ry+28KbYf5+G/Eanb7LATqFo1O0aiYGeRcd2D26mbqRR3qfTr7DednUoU3tTLbNVuowtd+Q+8ZG/mrYpWMofO8bIKlyoBD817f2L7W7fS9Tye4QmKjXeBTfrzC7tj8mHCznyx3OVyWObpQ2M55Xze8bHKPxEboQUkQ3GubAdN541dVMVeew3rvfzgV6FxzYJN3o2VuEnk+5mUyI6cTNKy64jhEZ6nQBl/n6jSYdJ4LY6TIHOXRrzeqbi2kgTvGKi8Oq1lOb+fV5hgxYnxrePFOpjiS6XkgWS6TRKNTHbBeNldNfYF/PBhZG3n/690LrLvErmEs1EMWT+MkqmP8OVQU1Is8V4I99tE6VZVYqhywU/7GrNV/BkQ8rfM3JDU6xVveGpUu9A0NbAwa0LdPidWTJq8bXd+IuUytK1xvW7KOjWc9wZVUYm31jgWxokUsqzG+BWhVzvd63GM4OiSJJXp89HQS1QPLxIOC6ipjPhnszZK+ATrgcP+Os/Se7QQzon/cDijweu50ThlVTnA99qlHtEDzkmHZ7Afz+2gbVlU2nVFuHTdjCesQZPYrLNX3eBzAAgCXqHVYqmzqNsDYpj6C4y1VZmfk3GE7bAJD39/vFelsfptlpi2nr0c57XWxb0QngOed9NRVtegaB6lCoQD3t5d0snvCd3V9HozJvsLNXg+kChmqnCXGHV2A8yDQRNj8NR1M4u+sNX12R6iNFOuNNknxgEeROcr3WUh7RVgZfSG2IZUiScrXUaZHEuqRXqYd4Cfnlp1g6b9oTvxxeMyzdIIrShTadtvMCKwxBIyPelG3HfCDW+6B15M0LUaMr4BhNcs5jSdZ82JMjxmcTD/zvvWf/O0fAP/C7/9tgx++f2V9+6H1F/77H84r/uXf3rEt/GYemJuDSYOzNNyXcJzuWgtfqc3uynHgAvJV8NTtC7y/vkg/mH9rA5Kb5sJlLp4jtoOaEuYsGDNg6s4TvDBj5u6Yxy3zxN4ZHTKsZrlZFq79qn0ZHVEiwwKfz4RpHe7rn0v/+G5UwXJSekJDlU+gUQM5S2f/gMdmgd2R4Si1flblmgN23I/XNIaplMOpam2ItCpnJ8vsGDLpiIoKwwuU1all0bo+S7Nu1bdlrd2Ndrr8HN7f04if5wbJG75Rn0Z54LDv5w63g0CRObtr2BEnk0C74wEjBWtieG0aBUfSXpqjph4Ne+8YJ/eBxtNAlfN89HiumEoWrNNMOCOhvlianAljvIeanr7L7TJvRiOrzWLE6XT6ISi9qsdVOsEV+KRtxnMSUjyeZKEx4nAs0rvHkrQ6/h3o6xpY46jLq3lLtxNQHKOIUTwuW0+MSjOjuHQdS7To4KhIpRlmZdSuLgPqRV8/TCqekBEdR1YaaA6LY86MZnY5/XQYkYRShV1TvjcbHG5ecpZOc7Q33i/Ow1Tbqbx0qQiHs5Feyp5nhtPMepYiGz+xx2xYzXLaLITqFjsqS2zLFKmZgfNQQ5WL1rr/4svJe72rVKLQqJFJjc+TzKWtC5YqA3aWT8b2QPPpE42OrKeI6/csQX+FnaewAZ4AQ03h8fKC62YdQg9MFG72Vnk3Sjk+a2XzfOwBSKxVGmzPYh+60mZFahj3QY/Xujd5xOO3gamdTB9a/wN/eMefvnsFnz/z4eqK96+2+eE78xe/549/+gHzz88fWrphMGfMK5JJPfFwMAGkV1gCWEmTXF4FehFy0L8gnrp9gffPsT0a0Mnqp4uZASzkxHD/EZnLLEd7qxRGW6imshWNw9x4ep0Iyzj7EnnfX7UvdXSyMslusEGcqY18vw+83uhr3eP/NO2fCZPev+fk+vDCms/nw36dq3SdtfaAheIJmW5NWND7+knwSZPXK6scGc4qayFJDbix+JMk2Hwa3ohAPJOxCJLFUGhVrvur7I78I8Vmbd/UiHJ/lxF/sxzRQTYjkuUuu7hO7Yy0zijfPzWGd/3px8I4OQ9L//J2KDrTcjyjCowoEHOO65vIOx6QeB3g14rOX6VvpLzgTk90wk6LOs0SuBl0RjAp/lxuPXcfzsPZ4hFB0ctzGtg307RDNMbHnYB6aqcH/unmpDt6XIcZYev4XXEPJAkKK3CpgXv+pFK2zCmyLe8OjkEdw+qxIHM9rk4U1kPss2F6n8PRviU/elTaAY9p0fn6FFF4Kda7W7SyVRa6y6j9Am9SKZIHKzrptudjUnY082UTy7kpVSgUmjQdDkM/O0S/5pOXrrI2rMZ7K7JlZwRjfO6oF3VAinCtP2z9Zt5fcI4YUU1D8La5Sh43DJiHqlzkeuWAw5H+wVCROU3IT+4IfjIYqeC2gxJjbsvQrbHdLvFwt2/LQLnLYVmjlT3hTTkF1Nit9AXdoKHKac6rmzPNgWG1yONKg0PD8TJUqpz3nb+Jst+YBbPcP5nKkSznyCzD2V3wb4fVYx4qDYee6mSP4WDAYS4FmkanWKQ1y3qQKvOu0hRkucZhG44utsbu6WUXZ2ojNvrZKR/+5TBvmZjayfT9thA4+uoV3/0OfnF8/4Pj9z//9Gv+sD3fKCb4cpxMttFsEzJaRmypBPW6bhxLJQriAClVWsd7gjf1gO1yDusUQyqxRp2PPT3M9Tpf5168h6bQKpreWH8Pt1f7RHSycAXsdpnKO+5//xTr3S6g0LlMs55Lsd4YkEmleJQTnK8MOBwNaCUuyIxGvHFHZPjC6ayaWDGsrhih/JMjrC9nhef9xdMQIVLL8e5BkUhRrg/Ds5c1ASHOyWDYp4CqnGXY6AoKdcAjwKXGumGory+7FxJzM6tHG2VmtYVfmqxCoCxG0Yvipv3UlFfHqb7rFE6q8LZbHlv4noUsesFX7zvffewk0+yDgOtdD6KVvWO7W2bHva/0/T6IRN8jhQyMVAwBvhE3GmoTHkgYzhwXQiJ19A1TgBPC0HOBTixXxIRFql2qsNGvs1QZ8PY2zfWlxno5pfPOSAXejfmsahyOjP/3cRDZESquNns6Xz0idMz+EPW3ayPnnl9eziqnnn/KdDkhgsJoMxWvE1ufyx3j75ZDsQ+FiCUT7qhmr81tEJ71nPTApczRnnEQcjw+X8WI7qvbkEM45YSrVT0q85xNMpzQ0WrehyNalTMjbW2j0ufKzbmjyMbBX4m1eh1KJT7W85yFRKyZRNu6/Bhjn847ebaUSx5XJWPOzjMCLcd2446zRB4qA13+cpuQzdJpBEcWZMpdMmWECObyRNxJQ81Z9c0xP0yicT97RpE5Ol7x15mWM1BwaC2bX7rnV8/QK+PRFJnagN39lBCxJDjstSpniTyL7ZGtD6eFGR0uzJtkrsZuJct5VWOBIqd7PYE7T4xwM52zwXaqeM1bTrjeE/ZUlp61+0BMYZxbVGGqzLuC/k6ZzRW4GADoBwKltqG/V3zWwRSZ/QrXJwNmDed7YMAQ3XmczJVt2pII+4WgfjRJ6n3HKdJ+xB1pJUG/MEWklVcUE8a+1EAqRaaAbts/JaJkiwyqtIrGOmJFvBnfzSDbCzP5I4g2ZhH3iCLmw8n0+QNXP/2OjbGEZfv7n3792/F85jngyTmZUsssWhsM/XTbVMTm6dRpEwqDEZmUvmm9rmpkLHLKTd6ky1bKmConaClihZomC4MRu5cyp3n9PpxkURXI5KBzcsGbrhDSqym05CrbtXJo++aCiPcfVi9g01gkUymSWpVz2vokU074WNpiG1Bve7A8fr0NYWEstTns2ovReD67HwY89qeowvU1+9I4+Zk6EinK9SF4CbI2dUUsD5kZVrOoW11nOqd2x8PqAW+5ZIj+e/Wiz8Z+kENrfNM+xslk/O+40+8FyioEymIUvZipjTjc10/yvYyKTrYIja69mdYU4yTaGMOv/f5h8NX7+rvvrohRDfqJ2NnFlpVmGXS9Cct5IlU811b/771J9Gch/ragXfJp9YCdWtoVYaHoBw2BeltjYT8o2gcj0skn6sjPwDMrnwE0Rnr6q1KimT9BLW+h7vVYcp2ChsNOFT8cRRMMM/1o3CGUsNc7se9No28vzRnPKEXfgHpiko578CR5RB7rKTviJ+6UH/G7KSOZgvCs5+R4yt29sYl7k9ZIdkesm3Ls5qmkwm5gFJFCKw+FUQ6qxwAky1s8ZqsMveZjqszOYJNhKgXVrNPRJzigCrUt1HodtmrsrvQ59ZPTEEoE78qKoFMj9OeXXpLa5LW0xyf7A9YPVjkSyOaDrxcivcy+X9XlXB+7VYEse8+qpGlXsXNGBxXITy7DDhiVGUsl1up9FtoFPuWLdCqr9vsZ8ys0Xc6oDurJ32TAq3KejgmcgYNbWNkc+zi5vAp3tu1wY3yeqY043JIdkSxhdqp5zVG+yHXpgHeDGkkUI3JVjzo6u9u3ZCpZbrDRPCE55zSy5PIq9xcD2AT6d7ptKUms9e8YavCw6rMR0jQ6xSaLB0Ee6AjPLzd4Kxc5T+S5x3AI7Jd1OybCfiGoH0PHKcL9h9Uin1YO2B3ldEoIRea07/HDEHhFMY1Bq3LeLPButi4Fxot/LFX27T9Cs0V6XB0X2G0YNDKaQsuIeMswm2zP5o8g0piF7hE9MLuT6fMH3l/9wh+2f8AvTunzzz/x698+hYtpPpFMqgzNOqy1vZ6QY3tkLuBldjw8+WsHticys7XKtRjap11yY3otgSUJFreE76WCruyW0U81UjBcQec60Kp8qte5GisJXCJTMzem4e0DWO8yZaWOKPfXUG9X9NMeABRa6VvejsqARue4z0bD3Dn4RQS4TnmlCrtbF+MhxFKF3QaoCqz72VXaHQ9GiPcw0juaiNaX0+Op7z8DXoysTc4nNb65EZ1C7jK9TRa3umS4oKXAdrrKdd8jysEB1+n+JJxM37CsBurFIGhV3VEh9lkqR2b1GFUrG335NWXRcJgEGdYhej9ZbrCYPWFY1tM0O8d9Xjdqka8Hcx4MaGW9Ozbs+6eAetLk9b4ZAXhCS8nZ1dza3qmV0ziOHVEupgPZIxrAcpy5owRy+2xIaSMapERhTJ8ERXsJCEzrc26+HBFIjo23B0+DO50mpBlfHGI6lZBKtGtu1NxV90xIhYgPmDSS6aXPSYNk20qbFDmAzA3CPhtSnavjKm9yZagWjUjvYMdtJ6s7ia2UJ/1mbB9ccJStejseDIeKY02yZFZiY6CnVKlW33Up3CZoejmacvsU2vtkcl6LYAAfmllxMEIqXhQMq0UeDwa8PhacoukV1gqbkRzMup5yzkcHd5wkRiSXyIw12ZnOq8pTvwr6uBpphrUt1Hof0kaKmiJPTk3iQbxvP8evEqYXgufh8G4KL4KjOVHsVB1LFZEEOmePcW6f18cnqGWjjcoJnwr77MzWMn+kllnkjuHgFgoHLDSPUS9Xx5xttrNVYq3dmEOab4pMrUvGUGFDRea0WJ04Wsu3H2dEsnzAYjbPqVkUQipRaEwXxfQ26KBHq9Iq3vLWQYkxPdzZJWGpfE5IbDTKQnBBjjeFY24UyKTnINvM6I8IwgRzT8RMTqbPH95z9ctv2dj+3tfBBJ/5+adf80Q+prlEMmVqsAFcXTDn/H2FVrrJQtvIC8XIT456eWqZRanyjInanFFHdgj9LW+NRWZYLfKp0DA2jBpD1xrj2GCYmwVF5ii/x2nef2Hz3LSnyuzUdM/24laAy1qr0rrc5M0Ub/zN4tnLmgcCT0iDCPZSrB+0SeZyLsWo0TleJdMF2Gchm+UMAqvLWdfJl2RqZbhsBsue1YRYVr8lPDoiNKPo/RRvCn1uFNhGdjnVJlk3cmx3gxatsO9N6Lp5qTBDzqWbKD9XIyNnaV3Aw8rAt8JoMFeRE6qcoNn3T9Xzdgw5HR66kZhi/aDEVb5up6w44B3tZWNKsnBRZxnRPqqcoCk4aR7H+FGc8CSR9ooyGONkwvHcqWG8w1Klzetm3kjLG9DKXvBoZgZFimQKwuyRTC9rTjrTkz55XKVXSqvwKS2kU5baAfKnWRGhnutgrsbuXZbTRDM0WsiRFjpY4Vp0ABqyt1QZUCilae6lOXKk76UEh4s5R71k2/Wdr+NjCiiyHqWWSzG8g1PTcZUqsx3lEVYVuf3n4fDVLvnUG3f2iRhWsxw59ERPSMONQEDsIrTWnSCTExeL8zC5WQCPNDD1os/iVoSbzsVOTbF+AGdVjUwZOsfwtjv/KNHhXZ+lFSPKpXfBzUWdxa0amcIx580+uPzt5l5nqMicH5+g5uZ7uJDMbbGWv0Blisj5J0GObTMqRtMYXp5M7AQzo5j83AvDqsz57RbvokQqfm08+R7s6/gj/t9kjTTxmQ/vW/wv/8r2D9/xCp3Y+/3PXj/9mZ9+/VuLAHzemFeq3JMIoHbHg7RKJm0Tr900w45GReTIrDY5qyozN6WThaPspNESYdAN8d2KxNJKGlVOcFSEd5aDSS8h7XQSOStVZGojDkfGP1ERSBV2RyPfk5NhNctRIqsTNzqgcNMs8MYyagrjJ0qpMm8ocur4XXQMq3CUwHNhnx0GIS26gjxLyBOO2bTXP3dZ84EhJ4eOf21fwm8LpoNJq3KWSHCUSNCST3g8MBd2PYf7vhdWWeWWm2wR9vXKdGpz1eME0w8vXVafCKkyr/vHzrmtKaj9wsT8V08ji2kWpD7X5lzRqlzXRX61aHo/WT6A46oeMbEvpklNt250snLgOAd9P6wWuepJvN6c1tjW6BRveetyLCyswMf6vEjZjUMKDyJiHSkyhQoFQRcUSkYVK+Gz7ZyxfuTrm4CBmwAAIABJREFUIEks1fMcZatfRl/lanZbjL7K1EYctksGF5PNuXDoEw2QLHdd+s79b8CGNP7e7ueaUOUEZ9WxhdQbQtXFnbLokMyx3RW4Jep5jgy9av7zrK42KQx9PR759u3NSU+kyrwVIrjWtvwWBYVWIsDBZCBZ7rJb0SMDjxIJWp7L/x2PrLIkVdi1nD/2OrvW1uVqp5zS0w4rEkv9i3HbTKtyljCjYlYYumVOG5AslNDT5PxlciJ5NZ97sWXZksnNAkv9uwnmu1FFjhJvLV6gSz71+HpFgFJldkbhY+uvI/yv1W3rBEdpo3LeoMISEhuDkUNWvHVmyDxMlXnLscPOVKtZmn2nffNwp4/vUDHTM03MyU7N7fO6eUKnqkcxjTs7jXeUp3yOpnDTXDXkJcWC1Oehr0e3JZdXoee/JiZzNd4V+jQdz560TQqtRJaOIswT7Y6HsQOV2fYb/uMUfv9ONkvLbF8qBcuw5JdC6AlNj2Ly3CNqdOQsN+yzU8tZFZrd+m1iXTIzelwVq3afKFXOrT3D/PZgnoi8hvmNWbT2uft0ukimzz/z09/+wT8452//bX/8+z96/fTpUuXgC3AyBcA+3Unop2xWScO6ETKsk7+dphOAnhP7tiDRzGdZGBzwaJwSHMnLHG4BBnniO/S8T9ojtmsNkIt22pgksbR6wLva/MIWZ4OG2uyxeJAiUx5xCDj4KvYHqBq68ald8okV3kW5be+WR3ycf1qVc6PinHuhVOVjFoTIk2TZ24PtLCU7GR5vgdLTnAZkDlY5N08JpRKFgRni6SaNNU+pXSkZM1yfefay5gHfCnMSG74XCX1hOKmSZvninP39Q2XA4eCSs0QC1TOc/46HXt9Ka1Bl3aiPKhcvV1aDZWkhVC+mbB4a4Eg4lTc3wOvdBh05y5GL+Pt5yGGK9a44V/TwdksXpYL0vmjc66HSp7cHznLiIdfbJZA9qnYhrkve34sQo2LW2qMpuU/siAlbzpycRaqsE4FPVcTBuuWJnh504H8Dvzlk38OLt0lv62lib+JU3NkwHnn1ZZ+vY2FlgspUjpTEAOM8ciSTU5c0E7oD63AkRnfqUT46/KJbvp056QlXVIkZRXZlRrCJnINWNHm0tSh8fVkmUy4LdAjh99tx/NYp504dMLB/lsqRKec4LG/pMmER9jtlaSJ5tYizBVlMbfK6MLDI53X+U/85NzTSEq0oJnMspArvQnSZPu58hbLldQcxvDds228sOtIlTyYsWTGzDYy129ZbIfMQ3c4cCnbmUskZmZrcPGCxaHKXlShUSo40zGA7VdQndWuuja87ejTTUR4K7lQrbUCy0WYtnedjPc9RWNl5i6esbkfMmoTO5jut9rjvFwyS9y0W6duON5NInzRHTZ18PFlusJFNc5Q1yMgnbZOBx4siR/me3SZXFEq0/YJ3P4aNU/D9AVbB3b6GPUjONPq6xWVnRjoNq0X/KCbtkk/1Hvek+SjoWzclziS6JHy/Pwi0i5ETXPUkNtpwnk7YxNwNMaV+etmezR9hy1LQmEXZI7r7NPH3v//9OTHDTIxf/epXc3EwqTI0IXLYfgwTugHxeCAKtej4CDIw/G7pNKg84UHkrMoJ1K2A+xslg2cNnWwlYGHgk7IX40mhygmuQ6rYWBDlyDdFxCbwLJD3SVMxK0H6pOmMEbKK7fXmZIplNcbXhGNTEVhIIYz42/4+eSIahV7pME6HQvha4JH+FjHVS3w/iwdHdCx7vO+wmuW8WfCsYmg3SVybJkwd8Unvnb9jaYLqclqVs7TI/zP7c8YJ5IVxdPS9KQ/OfvRMB/TFM+Wsmgri/ND7xHZe6RifM5PZVzohbSOyvJnR6N5zLmLKqFLl7HiPe7zmXdA9PPh9ZpJXb4zrCvHG4tq/zI1A3O2rh9z2q89vvQstCN9ZFejCdJ5LRxsk+pPNC4WWDNtezwnrc6vqXnSo1SxNxxw3eYi+oKGiyJzd7QfOhejFhr4cnmObvjxCUoEj3WL+uuSfHh59+uKdTL/5zW/mE8mkQasIH1djR9PLhIKq5IJTlaZYDD0ew9kF7MQyEgPGiL6jIZbVGDFixIgRI0aMLwlnhMzkHFMxYsSIjhfvZJpXJFOMGDFixIgRI0aMGDFixIgRI0aM6TEl8ffzwbScTDFixIgRI0aMGDFixIgRI0aMGDHmhxfvZPpapN8xxhHO1K9ZrPXhUGgFVBgJhl6JIexaVZ6hekSMZ4Yp5UWrcuZZpTD0QjqyR3UVrcqZUHUlypyIZfXlYqhFERxdNo+m0mez6EFDbnyrRj0HaGMVtlTZr3LRvB+tVyob6xtF5igRpeqXWfHH57eK7FMB9SnhXGMdekORJ+9XRZ5Sbm3o1arEPhJ0p1ndM3LFJLEt5rzykJ+wNoeOsYIaoUlj899PpuaA8X50YrJ5Y8iuV79rVc4iyX+MGDFixIjhj+mqyz0jfM3qcjHccJXAVqp00mUh33nATTodThQpwKvMpyonaPbDSO9KvC0PaCXSAtu/E2vtEYcoqDxNpbgY84QHCbAX9tzVewR4EGiqJ3ssGlW1nLn6YdemWN+Hs4TMWzfBpqPEepSy8LGsvjyI8ugkH/YjLl6qDHhHkZbSnbDCWhQZ8mpileu6/typKrr5EFVHhUVCHFTIQaqw21jhPFtloVsmiYLqqdvdFQ0ngTc59PCyCR59o17oJP7h82zAo0/VKav9UkGvrBqAQL0TBC9CYO2S87Su07ZzGsO+xIZZsSdX4zCtO0EWPYsU+LSj1OYdl6gEEKKHtnVLmB9Fruo9rljmcOuWe0oUonDaKUAJ7vfStJZHbOdybA8qPKT3aMpbel8IMh9E6OsYYz85lyrs5kQ59FqDXKTll00WKxUWwt9mOkgrLATOBa9qq37k6BIb++5+V2il91hsD1jQgJirJkaMGDFiTIkX72SKHUxfGW4DrW6UPkRiY9CAoozaNQwc5YKPpbZRJt4J34oyZoleAKnCxuoeV3WJjfYyjxokRSPIKt27b3yglz62S1wqtLJ3vHFsYHLxpv1FIMV6d8T6PG+pVbmmzY4hj5naiMOaqyKcWeXNaxOUKvO2lNUjB8KMcU1BJWdvOGNZffHINEZGRbU6zYSrmo9vRaCud8nduUOjUzQcO0GOVwdcm1FHuXqwHD0RK7xZSJXZGW3SyZ6Q7NbIoAn/r993kTsAhtULFho1n8ODKUhajXnm/Ft0eIl9U6Iw2kLtV3gThSxfudAro5kOwMEt98DawWQVf0y9Y8K76lRYlT8dTsfZgMfeqtPJlSqz076lFdoOd9Uvo0RxgOPR6dhxO0LydnlvbAekKueh1A7Wax7P/CjaBQB15/1FmR9zOLn0/picKzJHF1seMp5ivTsAs5puWi/6YI+Hwk2zwJtumcdqlWHuqSo/udeKecGUsVFMhBwjRowYMWbGi3cyxZFMXxmCgeZZrr27RUtWyNRyqBd9Nva9rfdkucthWfzEbeQap4j1kJLFxolpx/hzqCioF3muBAP0o3XSJ7FUOWCnPM0xf4yviohRFv4lnTU6xVvednWh052c6I7R/qrlvFRPmrxudH03C5laV7jedpI6Njz1BFdSibXVOxZqwsYjltUXjBTJFCRrI3b3NZKp57UrU2U94sKv5Hmk8vZuKBd8BJZW0vNppMPhI7GgLfO4V+fjXl0/qAhzZhnX43Ii2HO5O+6UTpXZGZXxduICikyzVxfmnQn3uqPROa6DVLGcOOqFPnHdDhAxsiQswmYmaFXO93rcm44zSWKJHh8TXnqyrrdxmjLYY9cYMuX4ke0IGVaznN4ecLh/Z42XGeF2XQe3AwrwGPuQdd8Hqpzg2vGJn94XDhWOV9jtBunZkl4ZVLmFlU3hWccsGGtFchPOZGXCqqNecDvrepwm9lhrD1g4jhDZG7Hf9H5YpTDqxgcZMWLEiBFjLpiBk+ln3rf+wl/+8hf+8pcW7z98dn3/mZ/ft4zv/0Lr/c+ztNMXc3MwaXCWgCPZ9bnBSXAkK0ZO/Gz8BHPHU7dv2vtrmsENkGN764JWtcp13yN1wLz/2D/dsPqYN/82Dao6TfF3YVwOd8c8bo04HI04HLVZkyrsjvS/dyuwuCwYgc+1L10I5/kJef607/Xc+kcYy/F/bdZ8L9RQ5RNo1EDO0tH0E+jdkctBqlW55mD8VNeSbY1OVZe/ZLmrP3dQYanUttpRKElsDEYcdmts10I2cy9QVqeWRev6rDDns9G5TJ7J+wPeDqZ63kevzTD/IkHnWmnOkibng+FdH9DTlbzfK4x/yNTdhi5Pldmx5msDihdkxDnstUEfCBxqAz3V6m05xbBqy87jbY+lSiM4GkO54KGwCdWssIYotC62OBy1KbRH1nxeqww4dG/UlRP9HXpNVA1HmpbV/nZpTEc9mYMJXP054vBgFcT2eP0TnEUml5H3+jsJJ5zNQXaUSOjO93qeI8OheL+X5ihbpXOyp6fKuXT2Wttn7OcAVS5Co0ZGU1CVKuei3ldkjorwrgHnvu874JEVFtDng5XOr8ioW8L6kSqzs3URkdsrCLqzTl8DJEuezHm9VBlQKHlcVmrra1Ho/fWxOqcxLuN+MHm0HP++FIeTRkdYM85kmbNsFcDS02P/jO9ne+zzfOd5Yta1fH5w6o/A8Xtu/GGBcqI57J0zL07PlwSvd83K+nroGEN9vRbn51lV89z7za1PQsYhaD7pPItOu6Y187z4MnPYF7Pu/WbA1JFMH1r/A394x5++ewWfP/Ph6or3r7b54Tv9+88frvi/X2/wpz+9Mv5u8f7n76zv54V5RTKpJ3BfwhG2DkB6RV+oV9Ikl1eBnidP0FfDU7cv6P5eXBtWuhxYp2i5fRaO03AwGt9kj6VkOGFFiEyaojENvmZfGuhkZSGNxBuZmj9fSOD1Rl8Pq1nOn6j9M2HS+/e8+Cec8HM0Dft1rtJ1/US4eEKmK6bo9BlqRhTTyipHibx+LzMqJDXgxuJPkmAz9+XTC57JWATJYii0Ktf9VXZH/pFis7Zvasx6f5e+sqI5PHRYJE6etKhXnRCjY5wRTIo/z1fPnUIXFvGgoTZ7vr/T32HVmb48BvNaPV1uKqTL7AzgLJ3lsQSUDsigoS4XIJ+g1R6w0IfFreCxUi/6vN5PwSWsbeljMqzekanpUU5qPoHaHrGd3uSN2zGkVTkzoyilApmUQithOEye0ok0IRxOkAhwpMsZkaJjkXDKRYQ7OdO5zDXcEcWlyBzlwdS1pADtjgckXgcEykXnr9JlzQGtynW9x70ZWQq8NfS+laJoRDDtjMqGYZ539oF2x4PBuScWd9DbVHfNNYmNyirNRHbyNM9JIegb/V0iYpDmzcjDLgPLvhvj77KiAfWxvVmelGNuegyrRR5XGhyO9M4cKlXOdd83yXKXXbKc07DlzEh3nxnP9J3niVnW8ih2a3QY+sMYu7erTTpa2Xv+pMrsjOby0PkgQE5Uucj1ygGHI2O9UWROE/JUEZrPAkbqtSO1WKtyVpShW2O7XeLhbt+ei+Uuh2WNVvbEWFNr7Fb6wnzVUOU059XN2Q9jAsYhbD6td9s8Ji7IWOOi0ZGLdLTpdfiXmsO+mHXvx/RzfGon0/fbQkb4q1d89zv4xf2jV68cf/7y+TPwyv2rmfClUuVsY01iwTCCLOOpVIJ6XXe2SCUK4kAoVVrHe3zs6deuVQ7YLuewwqClEmvU+dgrUWjDdb7OvXgPTaFVzBvXw1KpwjuPiAiv9onoZOEK2O0yFU+A5/2FiWz2h+fiq13yCQmOJ+EpsEk2/VOeArC6MjX5ZlhfzgrP+4sOOyG9wfHuQoqYF89E6PVheM6y5kaIczIYNr+TKmcZNsQUgQGPAJca60Yq3PoyHF1sCf1obqL0lJswYt9QvDRZhUBZjKIXxc3iqSmvUoXDrqlP9IX9qq4L45JU4W13nHj468jiOAHwLGlQbk4eJ6Jx8QTdy6kDpk2X00muRQJnGxrDPgYp8Zzgy4uDbdzm6yxV0kCKTK5MZgBn6TQfKVEI0nmKTLPeEw5EzPS2EoUyTmdHKuWUG0vP6g6EqyY8Vi94kGDtYFIDLKiYgUcKGYw7G33T3TTUJjyQMJw5LgSmySm08mbqXzay7I3fxpnSfG/yJJUqbPTrLFUGvL1Nc32psV5OMbxsci8VeOd+Vq7GobmR9JkrdrqyywkqbpwFe8VM7c8IjpQxrshcjcM2nN1pkDOcuCd73NftdOglKcvH1ba1cfTCetn3q/nBzUnlFd3kdSh4XORTvudPyj8a8agoQEQjwtfeder8pcqAneUTWz5M3R9wvYkHBgzR52UyV7a5tZwNoZW9Y7tbZqcbrelT46u/s4YqF3WdZtx3jSYLja6joMlSZcBbTrjec+0xAtbyTjbBVU/XdZ/27LV8o1Gz00tntTt9MLxssnjQJcMtZ4aOcLbL/u3Y+hvUp0Kb19ojtjHffwrOv6gwouJFuoNkrsZuJct5VWOBIqd7PYGrzh4z22EabJ8HjrO4bhnvaOlMh901I1Jl3hX0d8psrsDFAEA/7Cq1Dd294rPupMjsV7g+GfDUFQei6RChXStwM2OzAp85w9gSRceEIej5M87x+XAyff7A1U+/Y0P0O33/B2i1aP3PP4Df8+tf/46NH+brYIIvwMmUWmbR2mDop9vmaa15cnLahMJgRCalGy/XVY2MqRhym7xJl9k2eRvkBC1FrIzSZGEwYvdS5jSv34eTLKoCmRx0Ti540xVIHjWFllxlu1YObd9cEOH+5ing7oqTj2LNqHCjcyB0WahmOZWXQyKSBMO7ZJ8sglMpBvNIDHjsT1GF62v2pWEATx2JFOX6ELwYWZumEpOHzAyrWdStrjU3AeOk+oC3XDJE/30Ql5hx0dhmcYyTyfjfccX8AmUVAmUxil7M1EYc7usnlTsei2AnW4RG195QagotqwLZ135/kYTei4/mG4TBxzS2mRVRWg5x5NVpWkZKiTWvuWx+X2pzuHVHR/OJEjQizexKYxhE/Hs063VUpabz5nhBcFD7HoyUVuFSA7cjziAxH2opkgOZK2BhcwX2PMioDfhX+/IuZjAL8bcF7ZJPqwfs1NJ0qgPWrc2NQitxQSZg/VRlmwNoSYKrdIKrSTiR/DatZnQUQGPETgpQSjTzJ6jlLdQ9Pc1xMmewflj3UBlYp8RhcOr9Td4Nlnkc2KT2uyvHAr9eiYJwX7cTV5efHKqikMnlUGUZauYBYZWzdJPXM25cnWuewMmELv+eUUvWPBW8TY5DQc3SsXrbFDrVtGMjbyKZm8Bb4Gvv6n23uyJGGhlOvIstm7sq4HqAZLnBW7nIeSLPPcZmaL/s0P2WM1OqfJkiC1/5nVW5iLrV4LAmOCOEA5dMbcThlsxRvsh16YB3gxpJFDuCMGAtX++OIJvg022Bd4OR8UyNTtYo6DMHu9MbGmpzlTddgH0Wjy8Zlm2d5dCbiszZnevyoD5NmdGwxsxJr7CExGL7CaMNB07+NhPJ5VW4s22mG+Nzc8zE9wqzz4PHWT+YObvbt94xWW6w0TwhOS8Hk/BO9xcD2AT6d7pNLUms9e8YavCwuux9oabRKeqOxadEFB3iahhqExYaT/fMWcY2GUXHhCDw+TPO8dmdTJ8/8P7qF/6w/YMzRunzZ/jDNtvfmT97z8+f4fs5+5nmkionQ7MOa22vJ+TYtk6pvEMz1w5qVjRDZmuVa1HhaZfcFPdsD6EEi1vC91JBn/TL6KfEKRiuoOeOalU+1etc1cdYMcnUzI1pePsA1rtMWZkr7P5CmeTL47FN9LBa5PHAIGAtH7CWOKaz77VxcBFcShV2ty6sVCXEzxugKrDuN388Qtrn866z4qnvPwNehKzpmDRqZFjVHR42RKeQ0yn65q7J4laXDBe0FNhO61xiY6frDgibRU2vOLRjpS54kOE7mvLtymqgXgyCVtU3yGKfpXJkVo9RrbD55yGL41C42esZETbfCgySa19HQ1BJdRHOdLlkbcS2WM0sewGFLeEUP+c7durJHvdShUKhSdOMtqHKdd2IMLI+C8fDcZajvHB4MbiFlS3A7+hSJ31nYP7pjOi1oMgcHa9MTqw9B6gnTV7vm5GYJ7SUnF3Nre2fFmM6NNbabcjn4aDLTk4f36a8xeGWz4UiPKJMLceZO/o0t8+GlDacj17phkHRXgICKyiKcufW+0Za3YlMZjRiW5E5u2tEc1hpmh71CsZ6kWN7f4Uzo9DJ8LI5h42rgloHTOdXs2DLU7rCJ3dkkgtr7aibghwZspxVGwFrq+GgDHI2hti7yXKDxewJw7Keptg57vO6UYt8PaTI1LpkjEuGisxpseo4rdftgwGtbNQFJwjP/Z0V1H6B7ZowZilx7bKxVBHHNjeBTpJ47diEp8gU+twYB+FPAuWET6tbhv5OkVltcqOUJ4jKD+nTVJmdwTJn6QRHc4lgCpYTk89wakSyz3X4jnNun9fHJ6hlM4LthE+FfXZma5k/UssscsdwcAuFAxaax6iXq2PONsspjMRauzFjBFyE+RpBhzgPxIx2zSQfAc+cw9iG6pggTPD8aTCTk+nzh/dc/fJbNra/H0uC+/l/f+LX//q99ferV/DTz5/5fs5epnlEMmVqsAFcXTDnPGuFVrrJQnvAoRFuPaza3upQpJZZlCqeJ/3PBwMeez0YjAujfjLSEMICc2RKeVTBdnec0plGviJzlN/jNO/vUPDNz67BsHrM4laAN1yr0rrc5M1E7/mN40XImguBFeaCDIcU6wdtkrmcS2Y1OserZIzTs4VsljMIrC5nXSdf6nwul81g2bOaEMvqtweNTjavp2t9JW4ed5VDALwibMY4mQx4cd9pl3zyTZXDSC+LWnVO2Ogn6rZ+Vy54KOzzjhP/6CUDw2qWZl1iY1AmkypTuM2iDhQ6x3vcl9rslPUN82mxSmbs9FFjqKXg0u6npcqAw27K+t400DKXcmhb5g899XCpMIOT0kzNsGzRGhk5S+sCHlYGPqkB9rjohPEDWtZ3AsdSJE4mP8eQMwpOP5BKsX5Q4ipf95Ev72gvG+4qtEFIsd5okyQ3nuJcCzfIx+ZWqU0BWNgEWOGhWGXYXWaxfoFaSzNsmmvJLBCr9B17fO+3zhn9MgGS5S5v5QRHcnT+y8fbnn5Aaj4z1N5N8cZwUGwjuw4TJreXk7kt1vIXqLjtzxzbgRUCp8dzfOch06WDP1eoF3Xu63VX1KzCdqSoumh9OhxccI/EkgSPAw3mXCFWlJPkZgE80sDUi34ofyAwJ/s8xfoBnFU1MmXoHMPb7vwXt+Fdn6WVff2P3gU3F3UWt2pkCsecN/tQcP7etAGGisz58Qlqbr4cVc75Og5vHTJdNdOocDxzTmPrr2PCLn3avd+U1eU+8+F9i//lX9n+4TteYRJ727949WuTg8m44vMv/HqWlvpgXqlyT6KgtTsepFUyaUPRKVVumqE1ZwXkyKw2OatGrerij04WjrKTRktEgHLBQ2VA5iLhNMAU2UnAaCBTcxqDmZp3pRuTD8DvVE2vVOBVzUivFPbGekZh/LQlVeYNRU4dv4uOYRWOEjxRRQuDCBUYVmXOEvKEYzbt9S9A1rzgWWEuqLKcAdPBJFShaMknPFq8KikyBbjvhZEZ33KTLcJ+maQR4h39dO+ly+oTIVXmdf/YObc1/cR2Uv6rLymLOun20xonYbCqHPr+G7AhuaqghVV0M6uW+W08B7fcgz/JtFblLJHmqlenmShCY8CGpFcVMwk/O8fwtpwiWd7isehfYebxJGtwV9gb60ytwcJxnisq7BptTJa7zvXEfhkeT8xqWnrFLke7lROuVvWKksnNFT6dzK4PJ8GwWuSqJ/F6c1rj30hPd43Vwgp8rAeQ12sDkgcVNtrzqICXIlOoCFXjRhRK4zK3nTPW8XwdJImlep6j7BNXXErZDiar2lHEqnljc6uWZtg31ofUMou9Wx5Js1BaYYEBFPY99cB8q3j1uEr7V+eNDKNKF7URuyvHPlWI0ixIfa5NG0HTIwdtXslo9m6yfADHVd2Zuy/Iaej1Cq1Elo6iOa/xc34b6GTF6mOaXT0q0rg/93fOkVnd41wYq6Gm0MomoldqDUWPTydVy67E084Jsjsn7XMFte+26wZs9C+i2TERxmRYzXJ6DIVBl53uARynXfI+ZzlJlXnLscO+VqtZmn2nXfdwp1ltPnMcoM7JPs/t87p5QqeqRzGNHbJO9M4e0BRumqu8LaeAFAtSn4d+iUzOSA3s+a9ByVyNd4U+Tcez5zwOU+oQNybT4VHm8Oxj66tjQhH1+dPN8ekimT7/zE9/+wf/4Jy//bf98e//aP//q+83+PX7K/7yn/8A4F9+/0e2XyInUwDsk62EfpJmEcjVOWPATlknQTtNJwA9D/NtQTLC+w94NEKdj+RlPQy9nudsZcA7dH4H2iO2aw2Qi3bamCSxtHrAu9ok4a5PB/UC3tZSZDBzRhM8VAbslGu+ZGoO3gI/9G55xMf5p1U5NyrOuU/wVPmYBSHyJFn2TlVIlrscTum4fbwFSrOHEXohc7DKuUnuKpUoDMyqZ+6UFDMSwbmpneX6zDOXNU/4VpiT2PC9SOgLw0mVNImGc/b3D5UBh4NLzhJGpSm3PGt3PPT6FueGXh67G1kuXq6sBsvSQqheTDmIO4/M8ROiaNa7Db3kq4v4+/nIod0HS6USmNwoPuTXyXKXwy/bwBkRNQXOxhgnkRmZmirzbrBJ0jop1ugIP3POmxzbB3rpdy9n3cJ+15P4OXMwIJNLRZIP3ypKWpWz4xV2zQiIVJm3TBbZMS3EKJm19mjK6CmbZ8d+PydnkSrrROBj3HCpHJlUxHf00blLwgm1ny6zm+XF26S39TSxNxORvi9cxNdLkXic9Mg3+6BB4DLikk+s8A5wpNfWyqAoJH3av7Aizfom88PA6BOpwu7IsBXKXQ7JT2mWAAAgAElEQVTLemVKM41Fj5ZKsd4VbQQ9jcSS1VSQvStGW+V4UzjWq206UqKjXf94UdTTW8EoKGFXkdLnkEflTPN/tQHJRpu1dJ6P9TxH9bBUqef9zgCZ2oChXOQoYX4vsXEwMOgkRD1et/rFnv9R7EqJ11vL3BQTevqZVKLQcOpmf7tzwj4X5ujHRNP4ndDGRD88tS2kTzNWFGsPdVAjM7jQ36uXtuyTucsJun09FOzrpZKTJzS5ecBi0eQTK1GolGju2W0Kts/Dxllo5wEc5XFwzU08TuZYGXadFXHmko3kao/7fkH/O7fFIn3b4aPI9nxt6gTVyXKDjWyao6xBWP0E4wDB80mPRoePCX8y+Gl0ePAcnsfY+uiYOe39pp3jib///e/PiRlmYvzqV7+ai4NJlaEJAVV+YoxBkWlRG9t8e6ZsCAhlpfeqguKGB5GzKidQtwLubZREfTfjZrWVgIWBT8pejCeFKie4Xom4ARHlyCsNSP+Rntqx2qZA3kjddEejmJUgfQjn/cp948/JFMvqS4aZDuRhgASmcAoILV5g3XAywudQTFtdbp7QOZkeV+t8rHuvBzY3kLgZmoT42p77QQ4LPaW7wOLens/8DqhyGsa5FIGTybFWhlV8C3x/+/vkiUgU7RVZ5zQ6vddjnzQ0z3fylynx/SyuHNHB7/G+w2qW82bBs5qk/UjRRpieU2WskMQY8beeTvO6Id7fOf8zl8H2jqN9U5GBuw5FDm45jaJjvJ7vvmdkPfTtIXohmX9udLJZgSB+NjxFn1u0HE+0ns2zzWo1S9OhK0weoi+4FisyZ3f7gf31HOfGs2nTnAo6fKtwVy188U6m3/zmN/OJZNKgVYSPq7Gj6WVCQVVywalKmsbQXZJ68sdwdgE7sYzEgDGi72iIZTVGjBgxYsSI8XwhRhzPtdT9THA6yd3l3mN4w+lQnwfZeYwY4XjxTqZ5RTLFiBEjRowYMWLEiBEjRowYMWLEmB5TEn8/H0zLyRQjRowYMWLEiBEjRowYMWLEiBFjfnjxTqavRfodwxt6xRZ5ztWsFFqe1U6iQGe9D7tWlWeoqBDjmWFKedGqnHlWLAy9kI7sURVJq3ImVEsKr0gRy+rLhD5udjUfjaFm6MKo1bI0bU5VtV6yLBoVSgLup8qJ8D5VZMc9rCpigf/mvWbFiPFtQZWNKqwe09OcY9EqmmlWlSJxPg+rVWEO6mt4FN3itjmjzfdo67z+znPSDXPT8U8FjU5W7BeXHaXIkcbYraNNuZnHeMSI8c+I+eneeUITKk66bEFF5ihbBaatLveM8DWry8XwQZRykIrMUT5CpQgBXqUvVTlBsx9GBFfibXlAK5H2rZa01h5xiILK01SNizFP2GS8gdhzV5kR4EEErp7ssWhUdhojhA28NsX6PpwlZN66SXZXlwW5jFKaPJbVl4cU690RqpygxYCF4xOS3S1Uo4LNeCUuFxnzGEE9E1V2cxI3v0BZNCs71vSyM0sraZtMv1TiY909EZ3VzZzvr9CyKt4YvBO+1Rltbo+19haqrJB54ipyMWK8SCiytR66q0iutdtgkBmPVZgE13ppzjl9biZB10talbO9Pe73bnXdqN3xgMTGVpohPlWGRbirevoW+sAi7nVDd3I1uRKImdfaAzb6aZoJD2Mg6Bmez5yXjnfC01aZghxZlQ2bqlglI1yr290aneM6SBUWUICQ93asNcHFF/zGI0aMGMxR94bsa4Lgpeu0S87T+p5pO6cx7EtsNIzf5Gocpr8RJ1PsYHoZ0BnnV12VblaF0sDu33p4EMRJJFXYWN3jqi6x0V7mUcN5L63KWfqWt6N944Mc26MR29YPFFrZO944FuJcvGl/EdA39evzvKVW5Zo2O4aOzNRGHNZc1eHMim9ehmWqzNtSVvfsh1bFVlDJkbEqusey+i0gUxswzBahcYCauCAzGrEtViIZeFfjhE3ejco8ygmu+xd0tC1sYk67+uFhLWc4XzD0qP7do/t2L0wW1Ys61Pt09hvOz6QKb2pltms2c314dUmjvcam7krYMHmtK0uVAYfmvWL/UowY4zBLlRuOi0c5QbNecuigK9NxHlBpVUeO7dGANxo8Duxj8OFgmdftNjs5/aLhZZN7qcC73IzFLyZCk080OBRKu6tyAvVgxKFnYVotmgMMmLuOF2DaKhYUmaPjSI1ivLw50HM68R12N3tc5dHLmE9AHn0fdOBn3Ot11CbHiPHPgrnq3nFdocoJmrgdSNEq+Q4vm1AZGM8a8Nhbte1IgJR+svfinUxxJNPXhbdnNM+Rq4pBBqJFOAHJsZNndzllY3LVvcozCzCe1zH+HCoK6kWeK6G9H63FVGKpcsBOOd5pvDhELBvvr3w1OsVb3hqVU/TNKGwMGtC3HaHqSZPXja6vUZmpdYXr7c3skdi0eoIrqcTa6h0LYkWUWFZfLFQ5wTUlqPd5PeiSPJFJGnppeNkEaVX/Ya4mOGsEGFUEk7WRrctG5tgOeOzB2oHfWJc8qxS+JFnM7FdYqu/xOMCIRrhErcNSZZOkZ9SivWHxPSFPldkZOcOXHOuKoTPu94p0NuMqOzFieEOhld7jXoiMSe5X2NhaZljVoKzrp6XKvq67cjUK7S24kFFz47aZ9wFinlNDt1yhRw8tNHvQ84gCFdrhtD2N30oVCgWgnnfqujFEcWpoDPslMn7VWSep/voEOn5+mKbSmL4Rdf4tOqv0/l+qDHhLSCRTjBgxPDBf3TtXaFXO93rcm7aYJLFEj4+uiM/D0Qj+/ve/j6b791+j//j3H0c//vjj6Mcf/330H/9ff+w3//Uf/258/+Po3//jv0b9qZ/l/+/+/n40Go0m/u8YBqPRnxmNfiy5Pm+XRj/C6MdSe/RYkUY/wujPlYH3Pb4Gnrp9U97/sVIa3QzEv6XRj6W2676l0a3Xs6b9J95/UBn9udQejUaD0Y2kP+exIo3+av2kPfqrVBk9Cu37a9ujLc+sX924LU3ZLqGvZ7r+OfRPuzT6URhLjx+M/grO8bUwGN2WdFm9LUmjm4EoF7bs2PLkvnxg/7bi+t51jX5/ryZ8G7I6tSxa10vCfJZ8xmv69k2NCPcfGxPzOqkyehwNRjeSn/w57y/ituSh17x0pCkbz0EWZ8DjoD26kRj9udT2ncvTyZg+/ydaP0aj0Wg0GN0IMvnnUmn0Z6ni+P7W8b2gg9zjFKif/BD2/G8J+hz5EZdcmv0Y+b1n7LNZ10WfNvnKyZfAnN7J1H1T2WNuDCqjP7t+b7VtTB/q89ev7Y8VyTG/xmxNj9/43efPpdJYu7z/+ehPP8xLxwc/RNBzLts6CjzGxOtfmL6/LTnfx3rHWeTlG4c5t6KspV5roN7HE8pkjLlhVts3DHPVva52j/+2PfrrFPrN7/2njmT60Pof+MM7/vTdK/j8mQ9XV7x/tc0P3xk/+Pk9//nL73j3bptXr4DPP/Pzz/DqO787Tod5RTKpJ3Bfwhl2CpBeYQlgJU1yeRXoeXIDfTU8dfui3F+RObvbF04qNNRmnau9Oo8BoXtjyNU4HPkdGwmnYJPkwk+LZ9CvnaxMshvskc6IJ2MuBF5v9PWwmuX8ido/Eya9vzvE2wNrPp8P+3Wu0nX9BLV4QqZbE04o+ww1I4ppZZWjRF6/lynXqQE3FmeNBJu5Lx8V8UzGIkgWQ6FVue6vsjvyjxSbtX1TI/T+GmoTFhr6/1uRN6U2h11dT5mcTUd54xJBh6mssCHBVT3PERU2+ntG5I4YqWlHc/rqyOcgixPDI1KpZ0c2eMOdehES0Qo4T+vdkbFm2LgTw2qRxxU7fWaoVDnv29+rcpHrlQMOjYiEoSJzmpD1thj61ZFuOyHCnv9tIcV6o8Kn9B6fThTWzblx0WdJKllRpmGYuc9mXRc9oMpprmmzO8rpETjVLKdZJubMmRpzeqfxCHPwmkvBsOf7UmVA4Tatp2vs33GWTnPULLGGa/Jrdzzgzck5byxu1az0XHvuagy1lCe1Q1TMTccHweinJUnivldHVWpPHAEVHWIkUzQe1XBEsY9nwVPfX0Sy3GWXLDcRfutlZ2VqIzb62ado2lzxJfv0S2Im2zcC5qN7nw7Du76vfp7ayfT9thD4/+oV3/0OfhG+//z5F37/hx90BxPAK/i/qw9899330z7SE18qVc7uQIkFnZ/UcnoslUpQr+ukflKJgjiJlCqt4z0+9vRr1yoHbJdzWOGlkr6ofuyVKLThOl/nXryHptAq5o3rYalU4V1tXDl7tU9EJ6uHIu92o+aQR72/Quu4D700R3uGIT844aoXTFY4GWzDZKp7rrpIISdAWL/OCs/7iySRQvih492FFLGxUOQo14fh2cudgBDnZDBsfidVzjJsdIXFYqBzIVxqrBvpR+vLcHSxJfSjyVmjc9VkZrWDX5qsQqAsRtGRYtrDqSmvUoVDa2Op0ZGLXNV1YVySKrztlscW9a8niynWDwq0TrIc1QVviTtlQ5LYaDdIApmc3UeZXBlyZYFjrOzDNxY2rs9HFqND4Fcz9BYuGQokq3QQ3LodVuIGrsdVOmFwiRhwE2WWxm//wIAhRqpLrmxxtukcbs40wWSuxm4ly3lVIzOn1BDf50Oojjb7TU9ZOeF6z7YtEPp0qTJgZ/nETjk2594M95/a4C5VeN2/0HnCjD5+zYXxvua6ZjsMrYMnQV8E9hkanWyRq14PkFhrH0A+z0eHvpkjtCrX/Qo7XbsRmXKXwm2CG6XMdi5CP/rakPY7qXKRpql7pAprNFloRHRuRhznQHiRzpqwHOrm/BQ5RQDuGBrprfqzJNZK8LF/x5AcycEt90i8Dl3TFFoyvFnBJ13OnX4X4Jw253cKYMBNuhjKURKE+el4fwwvm/rcaBywmM7z8UJhOzeBseyRYmxBsCk/5hM8REh/M/leCuKHikyzLrExKDtSocdtU9eaX5KgX2CnW45k3/7/7J2/ayNL1vc/emHz2Ys9Dja577OSQR4ZZpeNJDzDNU8iOTHGKHWyqA0TSIkzgzE4cyIFBks8iVIxCCdWJw++eIwcLbsD43GD1XffCTbxWNyd/0BvUP2j+nfr19i+218wzEjqquqqU6dOnZ9he2rR4Bnm7+Xf7lbTMeXnkPFNg7sGp6VawF0yROY3MWjQ3TF4Rb5Cud2U8i1Ozs8Xp7rrEm9OY945xkPwOl0VUlxc51mv5/hcs99pvd209nk0b55O9hU5Lkv2epWhU2tZbc2e9/o24B9a7JaXAosJCCPrVyQjqoGD0WhGOZm+feTin//FukPv9Ht++ftH/vTiNS9efOPLx7/zy6+/5/8CP86kU4G552RKL/PSYvzCom1aNEzt80kHyoMR2bS4qF7KQmZxgzeZKlsS0XbVEVvFIluDOl8zHRYHI96dK5yURDscF9BUyBbh6viMN30p8aqu0lUabDWrkeObCSLbL7JlCFCakqJjEmalNwMFk79XADiFy3CLyICHmwkqHz3mvBqH/cSeSHGej8DTp7spKiX40MywUUDb7Fv7FBCWwdw+bzlniJEH4uyG9b0whZaXmXvy4Bj/9ApWz5BWIZQW4/DIbHPEwZ5Iqu4npF0VdqDdt71MdZVuocGiuYaP/f4AxSpb3PJ1pR0gfOtcFY5ZKKZjVt4MIGz3wU9YvotHoMUpoB0bQqhfniQf79VhQ9CVDUlhZSTPtTG+J9NCtc1bZYf3qRL3GELvXlWs/eAWVjY877CwnIO78d/dD6H9E82js80RB5sKh6UdLiv7bA+aLKAy1EVumHcrBd5j0muTgx6cnm2ya8zzNO1HJpwPxDJr+7eibPpth5ebfbgxlEzpKru9W07v9izaWKi2We8cs2Dwjcg5M3lJGizlzLwUTBg52cptz+fZzQqXdzoU09HzGChDmv/fQdtsc9A0fqCrdMdQVMRa55g2HP9EsibSLOSA65arWpu7WmSfrUyDr5kOml5l4awFVHwKuxj8AhAKJFitG4YhF78QvKIc03tG52qnxv21i19mwvjlmJgZj7ca5IMhD2fTRbL1PJ9qJbqbMcbpmUsf5Ou8G42suRs2FK50+zLubaNEx1gDTQEYOM4it8LfrbgaNnb4vLJvef8NVYUT0yMxhnwbyvtcXkPmb0/v4rcfOr4p8Kl2G3KXjPJIvObiqMy79kjwCl2lu6OA8Q5TnRdT3XXjzWnknWMChK3TWn8EhRSfb8tsD0YGf9G5KihoxhijefN0su9V4YjF/QEHxTToOlc7GcdenyXv9SuWNE3ibwv6OZ9z++w2M1w1BqxZBhAVmEXi728f+fni3/x56ydeyJ//+BPb37q8f/83AH7441/44w//9m1iGswkVE6BTgtWe349FNmyEvRV2R15f7G6b2uLs5s5LmUhUz/ng6lZBpby8HJT+j5fFgu5jEi4mobhCmgAeoPPrRYXnhLOIhlhNub4ANb6TFiNK177IKorrd8YB4lphZqoT1cSwXydd5tnVqgS8udt0FRYCzpI9Tu+GuVUh2ONIf57T4Z5tz8FnhHdjZtQ0nsxlS/itkVgtTfizZ245GQ5o6vCVqbB5U2Z7dDuXJ4Zx8vWpS0ydOY3TKuhPDIMekMcYI6qFUWyuSM0vWrM5dOgRTfGDQvQpMohDs8814Uk/gXnMWhxQkhlei2vI0MZDAQn8s2XfT70wySeTGmyzb6V+HeoKpzsNDjoVxnefY+4teD+4/FogaW6rPi0z+SFapuXhWOGVREefHV0w6u20dkM2p8YxT1eHmW4pM5uE66OnN+9OjpGq5qW5GM+l/fYtX4QMWeUJV6SJrtXZmln2gHPBoHzGCpDqmg3Zbaa0kZOy/wqAmOs8yxgX5rEufu5bJzfqsJh6UZSBG/wKl/j4lhhtSUltzWRrvK2UuNyZcA2Ow4FkqYYE+VR5EieTD5K64dbWNwA74XMr6LmZJg9jzfbLfGJPOttY4zVNuudDBel1GzCaTzpCPKsyzr29AavKrDdNCpgYXtQDG+AlYxzTlWFw6MVx9k4VFXbA7G6z8tCiROzwEO+Qrk9vrJh5rzJwKzG58Zqb0I5CcBcf8tYXeRN+YgPKmQzs+HnU911wzAnPhS9TnleSUYISJMt34g5k/bMNHQUOGfmeWR6tafTrO1X+DwjI9X3gnbc4dWeGelxTFctGh6CJbLNKT2Zvn38mYt//1/Wt147FUwGXrze4q9WdNwXfu7O1osJZuPJlG3COnBxxoxjG1W6mQ6LPUNTibjkxom7BYQFPV+f3gXzO0FTDNfXep2vtRonqdsYuTLk5yXPFNPbRFU4LNU4KQUrFHwvSukqu00YNo6ENTQIeoPu+QZvYo7xPwLPjO6AiApzYdVT0qzt91gousuw61wd5cj2AfZYLBQ4hdDqctZzyjnZZhXOO+G0Zw0hodXfHnSGN5LQH/nzBpc+lyk7D12F1dYNVITV91OsvHTPhBaNvbtU7/GqUzIungO6hTMezCrnsTyZwjC+J5MbC8VNVktnaEB2owzHA9wuO9rZDS83g7XQw0aBD8v9ieQMR/8z4dFp3hgC9RaKU5n7qGdAmq1+kCY3zdo+nDZ0slWhgHrbD55vx5zNZazhWNgow845VJ3zqJ21eLkZx0QdT4YcMlkIcNx1Hs9rWFIIB3iaC1kxz3o7jThrW1DpSWe0naPrExXKPnKfmQdl2JA/FUqNpbLpyuUNiRs2CpzculvTGUqVZMMh+EeckDFnF/Pg8XJIT9t//qLC2wLD5FyKwFCkWTM8Th4cn4sKWC/3076VBU+kKqXrg76k2CuyZXq16DrD82NbWfwk8NTH58Lc+flTves+s3Xywax5rw03r5wAjrBioNgkqxTonsHXlQFZ4P9M1vI3Pv7c5R/8ia2ffuQF8O1jl5+/uH9l/+vLz3/n93+ebT4mmF1OprkkYNTv+JrPkc0Ym05t8KHjGxQZgCLZXIfThjr1UK4KcFiYn1Vajl3dqlbZHdRZokWn0BACULUfeWBmmyMORsafvDkMV92gg27YKHCYKnClu79R+dAp88bqtuxNhJiu8sawhL2ZQPAfNuAwZXiezRwi6bToR+E0pYy5fpM+/3zozgGDTg4cf73AhN8WTAWT3uA0leIwlaKrHPOwbwqnabJluL+OEkJv+VDYgT2Rb0Dr5MZIvPncaXVOSFd5dXPk3Nu6sN6Pm3Pou9Kifs5nnGNc2N8LvOiKULE8rzbMkBdBi3ahA2ESXNzrc9CrCM+eVIpDJWiPPh4takpKhDvF6spQDld67FZlYafIVl/KJ2G+r/TnLYU+AYx59gpxKt1UgStVeg/9jq+VTbGG6SpvOXLwSK1RoHMz2d70IqL/GfHoheo+HDWEF9OePPBZtK9zVUhF0OkEKO7xqnPMVUN4MTnyW0Ss2Ss6Ei/R0Y474WFCHoz5Tukqb3M1ThXV4juCTurx6CRShiySzdV4L+23oa7SLaToxpryeOvskM0GdVEIAeFxI5+35QqCX/nJcSasvDxt2ElxmDKMk5uukA0r/KrFZVx+op/z+XqSJOEDHnKbZFXFw2cOUyU+Xdc4sf5/RnY0Ynt54DxLzGcD6GL2PF6lm3LlE5KRrrJryD/3tYyvjKwp7neV/8S6iGcDfhO1B9QzPhmh5gvVvk0XvYpLXnMaAa8KBbrmPk6nYRmWcsuuxqeTj7/eiYeHaoNTXwNlcPvR45sT7wvFNRc7DXvMaoP31rk/O5neF7HvukFzGmd8489p9Dpd8/nYnjPGlpWmgPs80g1luwsz5b0Sho0dLq4lfjQ2dK52bnnrutcvrsCnll0cZzJPpm9f+Ocvv/Ir7/nlb/bHf/xv6TdfPnLxv3/jV+CHH/7In9e3eO3n7jQl5p6TKQS2Zt5wScX0pmhxyoDdapXtcoGTTAoQ+QHelvN0SgUWB/s8GIfoobLMwSbQKnG6MmAbYcmgN2Kr2QZlxw4Vy+dZyu2z3Zyd6+dUkGKxHS6+YUkEx8X1LQ8EKAL1Bu+NQ9rtqaIpRyxKnicLVf9N55+5Px4eboHKfKyk2f0c780Qj3yF8sCseuYKJ7SqLTmtdtM8n33qdOeHwApzedYDH5Lmwsw7oCocnm1yULS//1ofcDA45zSVQvNzP9fv+Hp9wyvDW0JTRO6P+F58z5VWw2lpMZJHpo0EjOLpQ59whrV+myvFTqptJv5+cnRYbBpJhsUF6WVvxIOSsiulVXqWlc8BM1Sssk/2vMChpTxxet/I/YjKZSk6RhiZM4Hm49Li4ko+Zk/2uxgDD/5dbE8mJz12Ui1D8JK9skSCdIHwc+rhbIfDkplQuUJZsoBmm22GEo9cqkiWQ9mzsuUM0/MPy5+s/2AeLc9Dy6rG5w3DESEVJ7f7Rp4iG1O3rw9YaPdYzZT41Cpx2ArxKJXkCOt3yMlikc424c10WILyyNtY2Jyt9dtcFQocSom/V2/M+IQY5+o472TN4wCUHU786CRqHtNhMqToN9scGHRovnOe9f2BkUJgDmd9usruaFm0e9TgTXFMXlxscjAy9q9VYW0TLZXitF7nZa1mjFc+Q8S4w8PIjFxK+TrbRRwsMxLqHYt7VUgXfYqIBITLuZJqa2ctIM/6ns8AZ8njXfmPwudE8LqskqLTcoYhLxCV82UcTyY/qHRLbg+1uMiBex+3nS8ZT771500LG/u83DH2Qr5CuV6hU8tYMkl4+zHGNyafiL5LDkL3MYqRxLoH7zMpO8l0W7oPTMHPp7vr2u8dNqeRfGgC3htNR3lebS7zYSflTJYORNPR9LLvWn+fbiHFoZX426f6iIxpeS84PApXe6MJixnoVn5Dp5HHuCuNRNJyiiNS//rXv55SNpix8bvf/W4mCiZNgQ7ETrKVQEBrFLisYV1ooiFtzDjuwHGTEroEAE1JoYUlPdRFouHtKS+r3RQsDgJC9hLMFZqS4nIlpgAk01Eg3Rn5mXI9ypQM7wa3u71ZFTLAFdW4XPoJfkF5cBJafd7whgEEVC2SvHZs+jP5oVRxyQhxc671mMkYpf6+Ky3qDU4znTHOA8fDvpcab3JKKY9a3u/C7hQ+/cI0ghFSccoHWqNAx9F2ntVemy0/ZeJ/MOIX6ogJVeH0bm/Cy6+jIbqFO7YmCJ+Y+Ts9YzhCOkLkOudelJV3spznd3n029tOA1G53KFTw/4+LITezYMV2AqURePkZApTyMySx7uK4cQIp3M+exyrGIy8nvHzXsqyfZ31m5pRSXCPYWBlKxlxlAbPDwmfmD1mNadXhQLErcL5HaA1ClwSVDwm4JlJeG/ovEXxIfv7hWPZC9xfdnr2SqY//OEPs/Fk0qG7A59yiaLp+UNFU4vhLo+6zjCdno7hq3B6BrsJvSQAT3LleEhoNcEc8JRpMUGCCeHMTzHdpdSdA/I55elIMEPMgqfpDU4zt7wdQ0GdIEGCx4PsQf+Y/F8ex1KlzrZH+fy88eyVTLPyZEqQIEGCBAkSJEiQIEGCBAkSJEgwOSZM/P10MGlOpgQJEiRIkCBBggQJEiRIkCBBggSzw7NXMj1W0u8EcSCqX8SuNDSXdkRFgqhnNeV7VoFIMF9MSC96g1PfKoWRD3KlNLyVTfQGpwX78+iqWwmt/vZgVESZx3rJlZDGad+soljwodnJBkI3FbealXccnudUhcOU8h2rIE7GL0RV07DqTONVYtKU6DUZNgqR1aZivYeqzOBcjuxkMrqYe1uTwazE5TcGkxbij29WspGz/8nbU+lG8hCjet/YXXzv81h+fhr+YlazCvitqgRUNZ4ndKkSlksWUJUZ8vRxhmRX5Z2Onh9T/hE0avHqQoOhu9LgvOc2ki5VtO/E/2bL6+R2J98v31/uDZPdppfrAuWH35hsP1l1uSeEx6wulyAexi8nG78dTUnRuYlK/lbhbXVAN5WRKgE4sdobcYCKxnwqxSWYJaTkl2GoZayKEB74JMjTjkVFMFGRy6+sedCzadb24DSleHMy5Ax4Fx0AACAASURBVJYluoxTLjSh1ecNd5JXgaWVzFithNKfH4zKpHESRopS2qLq1uxi/0WZ6nEwPO9AfeBNSn4mkpV/b9qe6JzyJNAU648r2bpIXh4CvcFlq0K5d8tJoRF6njlLvXvhfQ93FRwTLUc1pfkgj6gaOIs+xmkr6J3jwCeBqVkdDFH5V253tdcDI6Gq+zvRXFAyVtd5EJaoOrQdeLi9RpwdrrnxbdMvl1WRrU2Fw9RZeOL7fJmsZ/qf2nksMD1/GfBwDUv1PWdycnnP+86Hq79xebkJv/fSz3lvVC7dKuoMb/Ksm9Wyik0OMkLh8zK04tz08H2nSo9tztGoSpW1/BBWXOFx5J9h44zFwciusKk3OD3e9Kk06MY4fCa8qISDLoN4Qb7Ou6K3yJEffa32elCKGpsPL5gFrwso2LTaG7B4rqLdlnzGHF599LIFICotujodq1hHGHzn8lrq03XeR53FUXvftzKk2uBKLz6ZZOTT4tkrmRIF02MjhoDhx4wgMMN9YDUguZ18nfVcjYtWnvXeMg86LMib0krEuGd8IEq5blk/8KsYUkwu7c8Cadb6I9Zm2aTe4JKeUYLeLu3rqMJlVtbyE/TTVd5WCsLKGHU46CoaRVs4TWj1N4Nh48gqedtJSdLFtc8FK6I6UPyqPgEIvbS6xueD8NLYE8IjfMrzYpQyv6nzZsYJ6mNd9ILOKWawFhEwL9TZImNdFH3PSuk9xLjFv+eynjGwmJndvI3X1gSJwQ1e7Pms1LLklQclRaclVQorZLgwLzohFR3jwf/CFKqkNC9glU2rf2+zzuqMmqpD2jUxxT3W8zvxzjB0hnrakLme0Hk8S/6inolqdqYicHDLPbC6P55y3hy7CW+1TIhbPdSpOBvwcJ1zKrnSVXZ7t3QD3ylCkekL7z6y38ldVU+Umx+Cv3yvKhyWXM1/d/nHqxhaqvd4da5C1ViTAbzai7uBY/AZP77i+l6md4pNp4JLVTg82/SVF6y18CSfV+ki8303jYn/e8Y5C16XrrI72nBUMxw2CnwgzVo1zbCRZ7XXl54Ta+yvsNW52rnlVb3Cq42mPc9zSLafbY4oEyAr5Ou8a8P7VMrmL9JZ6zcPYm3MeZP2gzF2s8iKdY5Xehw0q7PlpY+MZ69kSjyZHhs+AkYsQScYC9U+B45E/27rsLFpWxEa7MomWeDK+O9QVdHOSlxIQ/uUMiWQPEv1fXarjyCFJ5gOMQWnYMFfHGJvjeoSguHD+qANNzlLeakdd3jV7gcKmNlmX3revvg5LC+tFBf5Cqu5OxblKhIJrT5/qAontWuXQiKstPWc4RZU8RF2xkHUPsukuPD7XOb76Sq7oyqBZcFVhc51S6J1q5GprJXOi55xyQg4jzSHYB2B6xonnrHir7CqBLThvmCkq+wO4HSnwbAoBP3LAC+1hWqfgw1xscakO1XhsHQjXXwGUW/xnwHdNU8GbH7f9xHuVbou75WFvTrrm8sMGzpUXd4uxSbl3iacKWjFAGWRvIWMPbNUH7C7PNlrCc/EPOt7RUgXPd4XXgVVOqCCZJq1fp8ow6F8Dvlerh/zPJ4Zf9G5OhKXbfPiq52Jd3J7cMj7f67KaL3B+9o196biLJ9niWs++RoLWmKMbkWP50ww4e+B+d3wXeUfW4k1bBT4sGwrO5z7s+Y4z+anpA+id0mZerTCu/5knXs8jhzndJ5169+z5XWzgqbsQLvPWlrnqqCg9ZtkUelmOrwa9OfTr1s2UBUOj5D4i+CRD/sjtorG3glEmrV2nc+ZGu8bGz78QeWDpWD67cn0UyiZvvHl4z/4+99+4Vfghz/+hfWfXvNC/sXHn7n45y/8+usP/PCXdbZevwhqbGLMTMGkw2kG7is4rA7WgVnp8W7lyOcS8ciY9/jGaN9xua70OGgiHVxiI5oXbn83wQjhxCO4u6zxUZv07oiHTfOy4RRCxGHjYipPZF7DoIVcQGL1z4SC0VObnwCvOKOxkENAR1OOod0EpcDV3j4PnTLvRlUW0C2hR1wE99l1d2+VP9a5agxYqxZtJamrjLzDChuFZ0irE9Oi9XyBTsuqKeuydE0/vokRo33ZEjWrfu/DwkuCEMIDNSXDxXWe9YGPu31kyLEB330WbIUP9MBQz/ha3oNGgcPbfWPMKt2zTQ5Gm2hqUVyE9Qbd8w22ZnreFslW4FPrDK3ptoiraKZXSJympg6Xc14wLKSr7AqdNQ9RYbbpKm/rwPKAIWkezgStPrq7vX7HV66FjmvasUza1qDBqXEZWRvcijDRatpxuXy4FftZXOjcDTgvpIcur7ELc3/67lWv54Gt7PTZMyqEehj6KSml0JbZIc1afwDKOdmmi7b9FDd+eKzz2OpiSv6iHhtKtg6aXmUN4S3m4PuqwuHRymQK+0lgXXDNMSqc3rU5eIS7iEdZannqCsVjFoIV8IHadgnjyD8zhZ/iVBceOYFdXnMRZGBxwP+9TSVKVlfRBndcWvSOTWOmB80Eioj4nkyz5XUCTn622htr6GhKCm1zxJblMblJN5WiM4mX6jho+YTl5esIWtiB9j4PUeHBfiGDrrlz8HpHnz5GLt8QxNmFCk6KwMijfJ2DfnVyJdO3jxf8nT+z9defAPjyscvFxx9tRdKXn7ngT2xt/WT9/+cvP/HTj5P26I9ZeTJpxz4KJoDMCksAKxkWlnPA9cxyDM0E8x5faPtei5fz8iUnMDMZmPGMpTCSNkmglUXA6VI4Z43vo86rwFVBsVxNg5BtBucWCH3emOtho8D7OY1/KozbfqBAY2M14PPhTYuLTEvEi+8ck+03JaHxhqFuWE1XchwawrF1cKcHfLDyB+Rh4xFiqZ/IWoTRYiT0Bpc3Od6Ngj3Fph3fxIjT/sbshf3ZKcpsPr3aCxDMHLnD5g/t7IZXe2k4t/MaDBt3ZJvCC0ErpdB6I7YyG7yZwyUqu1dnqVXjsrFH1qEsPBIhMrFDJaaDpuxAOUcnlXJ+EXpJNxGWD8QUWEWIEATk0JinsG6EF92fqWwVp5zPSdvKGF5hmQIPFaCyTxYdbbkMpRTd3oDFG3i5GT0BXg9rmL0HyBjhcmZoCwA5Z7qAceC6vJh8JzDPYBw81nlsYCr+Is9rvkw2rdJN1SwF5VPB8O7m0e4izhAtH+9AiB8u9yQhe6pE/XaKcDm9wWXrmnvTwx14a9C7FVZpeDDtjqpGcvCSg97dl3yhuLD5/iSYHa+z+ZkIlxsHKmw6+xo2jviUr7BKi4tjlbWZ3wMNI5Mfrm95UIFyjotMCcizHpaH0q0UJkghE/MMltpze+A9Jhaqfd5R4D1tmwcYocwwhSfTi9dbUsysF1/+37/5rz9Jnksvfs+///EFfvxx0i598b1C5Wxmbic4NQlmqVKBVksc0vkKZflirzboHtX4dC2eXa3vs1U1rCqpkrVhPl1XKPfgstTiXm5DV+nulIznYalSZ7vpFT79xifjqgAXwLs+E10m/NtPs7Zf4fPdniAuvcFpxkfL7UkeN+JgrM0hX5ImEOZyKyyO+YiJqHmdFr7ty0KfwwogvXuYJ1Kc56PwpOnOhQjlZDjscE9NKTBsy+63Ax4AznXWjFC4tWU4PNuU5tFUnobFlI+B50arEEqLcXikbBU9MenVsIII6FwpO1wYXk5L+Tpv+1XPxeexaDHQkiPDLyeTgfl6xkqKiErP8ij1Khuclru55u9RFeGx1jKtv5LBoYrhtZLnVQZIp+ej/EpX2a53OKll6C4b72qEo4zlBTRNuJyqoG322ULhs0QDQvG/EeO9fXKX+F4CRJJca02/kweGdtZiKZ/nvnXE1d50yvep2jLy1ByWWizVM4hwsSrZAZxmMiJJfwitT5vPK8ooZlnrI7pwwDrj86z3ynwu3QYm2zUG6LHMW3zHEQKyA6bXXLrKdr3AiaKOZ9R71POY6fiLPK/1HBcdeGic8TUPq/vjKtvCwg79EhjjDTkOVDbraB34SspfaRNLST09RKgmUMvYRQSMsHG4DlQ0amrTP2RzCvln9qgEhJXOEJLiwPR0zxo0+NLvnlRsctCD0zsdimKfOjznXTmZNMYJl5sHr/P3ZHq4veZTzdVOvs4b58t6chYt1eus52Bhb8TWQLGUzLYMJeeKmwT+Z+onM5+bAlvNKlluOKldc5EpwGA/vElHhE6e9cGINey1WmwUOJHXZBInikA9g3NNRVj2sT0eU84OeX7MgdAt3LHVtz2xp8zJ9I2P3ff87Vf44Y//zdZPEeFw//42XXc+mHtOpvQyL61LhbBomwRsavBOOlAejMimBaO4bOi2dbS4wZtM1XD3EwveVUdsFYtsDep8zXRYHIx4d65wUhLtcFxAUyFbhKvjM970JaLXVbpKg61mNXJ8M0FU+8WmM5fEyKP+li5hQqtNQ+SaiD4ApUO6Ymv0HW1GHqYDHm4mqELxmPNqzOPEnkhxno/Ak6c7pqja4kMzw0ZBXPjkPvQ7vub2ecs5Q8TvtbMb1vfCBGivYOnJyWT803uRf4a0CqG0GIdHZpsjDvaE5WPXHTYEhnty3/Yy1VW6hQaL5ho+8vv7Wv08Ft54iV19ESfHiUcwCbrguIWooES0c4R0CQ20yFVycK7DHD0HFqpt1jvCq5ZeD0qGt0LMeQhcdylENhTFplgHn4rFcT0Uxkn8/V2hN7hs5Xk1aPNqJ8PFToPspJfeWbRleCPey0rFdJW3lRqdViv40os3cXMYwveSj4I3k2KpPmA7o4+XOkuWtfQGn92fxR5TOBaqfQ5i/vbJnMfT8BcjYfFQT7MwULgAFjdWoBbkCYiPIsX03vBPiD5N4m97Ls75nNtnt5mxwvTtds4m32tjYNgo2JfXfF6Ed3fqvOs7lYzDRoETK2QxDBPKP4+O6cLlwE3vG2wPlnkY2LkDzTB9s53yKP65GBwu58XseJ0Jf0+mxb0BB82od7D55VJ9wMHIcGTowHYaSJt0JmQdYcQT/U1P+25ebSjLKj22DGPUam/A4lHG8GqCVXPvyUnSrSVzzZMUli3LEYKHGgrocZRNgXoGsabvVmRPI0NRebZpyykhz8eFld4hX3fIl1MqmV7weuuvvP72jY//uKD78cVc8i6FYSahcgp0WkHxokW2RuZMV9kdeX+xut+0PBiymzku76Qv9XM+7NRsj5A8vJS9GPNlseGXEXkg0jBcAQ2E8NBqcdHy1Aol2zSZcfT4ANb6TJixPl77/rCT3h7ITLEaJfW6Nni+zrvNM0trjfx5GzQV1oI2g37HVyMUZDjO0Kd676fQ/hR4RnQ3rhfIsCEUHjbkw8BZKeLNXYeXm32ynNFVYSvT4PKmLA64QEiC5bg5mX7DtBrKI8OgN4QwLc9Zukg2dyRyZaTjj++78kCzEtFE4Qw6wxtgRf4sOPbeN5TGyCli7o/Q6lTjICwMJjDxd3iTX48KHJYkg8HgFlY2mU0ynzAYuWcKGS5KJSbOb2Al2m7DTo37azh15CbTHVV2giCUtPu86lxDhHHUhFdA9Vdez8u70R8igSz1AWvpNBhJT0+U5QkUHbNpSzsWCW3L5Q6dUkFctBDKq/V6jgvrs3lC5AL7ujJgtzrwXvgGMHZOpieGp3ceT8JfDE8IU+kXoLz77jmZJGjHHV7tmd5cx3TVIltF0BThyThvRY2duqLO+k2Nz+U2B/vHnJ7hrfQcFxPLP9PBUh5WepStTwc8sBJzHqepLudH74Yx/lghOxqxZebeGkOxJCAMSk8NmqqSLRYl5SN0FdjyVIm85e1oRFZJ0XHlMnLLIONHx/hBXosK5VEPPHnzFA4zLZbqA7aKaSiOWLNSwBj3U7VJthhRcTNd5W1P9dCXv5JPVl4FDT1cz7BQbfOycMywKhRwV0c3vGo3Yz8fB4L3D+gWnML9lEomAy9e8PpP/8U/L77A69fGh78KxyVZ5/T72SugZuHJlG3COnBxxoxDBEQG/MXegIOi7QofOy41vczLfN3Xuv9UMMtQEYclzBQIVIXDUo2TUrAA48vc01V2myKG9+VmP3hsRuLHN8G/+M/DM6A7D0K9PcKEgDRr+z0Wiu4EwDpXRzmyfYA9FgsFTiG0upz1nJEwlfNOOO1ZQ0ho9bcGUYloQnd7/ZzP1/ByfwoFy1QhKyEYM/G3F8KdnXP73FiqDzjoSwoZQwDKnitc6fPMceb29mrRSd3Eyo/gyA+4iZG7Jc1Cf8SCIRSbHjPDxg4X19cQ0fZCtc92o8D78oDdoi2Mm1UrwyCfneLSJPE89YxP4AiLmBvMcKN8nXfmWW2Fq5U4jJtgfoZtCY8LkfA+m65Svi2gDVSujmrcV3rsVotkKXCy0yDb9m9jPC8dKRTKtV/svHVBbktj5GT6XrCKW4yBRzuPnxJ/8YMwICyVp9D4upOeF5tklQLdM0OBOW+HVDMcrtLjoJnhqlCzxrFrhB2fptxhm8F74vvLPypXhSPBkys9Dkb2hGnKkdHXHV9z8KDqIuF3OWYhiLGRZq3dY4GiN9VCc8zze3DLvaSkXu31oOQTGu8yBnnymc2I11lwhPGmDCWoyodajrIx91ubCqeNjH2/S0vGPEnx4jXUGgqYQJqXHBYio15sxdCwUTBSN9jhhOaZ7zXiiLQxFyVT+SR3rxhh2gN2N86tMMjsmTnHEr+XCsxEGVAebq+FY4r5jpF6hjRvyjd8UBHh+Q7D7ZR6CgeKbLmqIE6sZPrY7fLvP6/z048vgG98+cff+PX3/219/+Of/sL/+2Jrmb7845/8/v+OFXUeC7MKlZuLJUK/42s+x5uMsXBqgw9jWClBWOxPG8tTlyufNh9JEPwTxJkYJ3leiKtmBHPwlPy0oPKhU+aNdW6VvcwoXeUNBU46Zd7F0Ad4+4aTGpRH83DzFUkuScOwofC+BttjuYJO+vzTpztfhFyAQ2EKtNJhuFqpwH7TsESkyZbhopbjbahAesuHQofFdl9UwumYQnEcPHdanRPSVV7dFJyXAV1FuynzZszLwfeiRVNIs0r9BiEgaarIc1Hh7XeKXouNYnMG1sI0D8eiCuHByKzyJS2kesxFbp+DNLCxwmff5J6uMOqxvWOcyiVnOEHJCn0IzktllBzO13nXLIJ65vhWPsfMcJ2Dkdm2wkKIRXKh2mfX/M/dHcNiMVqpbbzLUr3Oy1pNCPFnKTqZAgzacBS32tw08xrxrJFL5LBkeMKFtj+7th6OC1y0xMXAfP9ss82wkOECY/1w5jXxg0M2kc8J3yqCE4aeFpscBDgeZJuj2GFrE0M/5/P1NfeePXfOe1Np4MmbEoJHOY9nwV/mB6FwzrPenlSz5V+NcnEFOrVrVnvB7U6bb8cy8joMGJ5yjB7Pr3jhctPIP+PyrSIL5Tve9b0GQ1Ohryk1Xm6OWLwrcHhU5t08Da5pW6E6fnEjZ9SH58zy5BeKNgbNhtdJ49qp8240Ail0VVPEOKxzsNjk7VmK00aIJ6RfRUn9jq/5lQCeZHoAGXOgNzgtNNiOMkzoOvjca80zQlNSnN45nSMEv/FeXk1j49tq2tgqwvCYLRopIjI1OoqozDfM7PGufsNJzW1AybCYv+GyoZKtFu3w8T15DqL1DAvVfSg0uMLtxTStnsIfVwWFtX5zciXT6/V1Pv7jgv/5318BkZNp+6cf7R+8eM2f+Jn/+Z9fxPd/2WbrR08zU2PuOZlCYHvxCO3sFqb1pmUkwauyXRZJvUAkT35bzhvu2vs8GJv3UFkW1tBWidOVAdsIayS9EVvNNig7dqhYPs9Sbp/tZpTw+RvC9S0PBFwMQ5K1asqRceEXWKj6M5dwRVk4Hm6Bynwu7dn9HO9Nq0O+QnlgKojc8cLOeOTsDJ7PPke6CwzlyYdY8V2WjtFIeM+dbRoXavH91/qAg8E5pymjKo3n3nvH1+sbUSo7LZWljTn050ur4bS0GMkj01wVUtaF/9BcP0nIWuu3uVIKHLoSfz81OnR4dVZ6PsLSNQ9yhIZPSJ2Z52K151ZEhITRQOxQmuCLRkhi4BkjsAqh3uD0aIV3piUsXeUtKQ4Vdz6DAQvtHquZEp9aJQ5b8aqzuN/d+35SEv9UyZmDRaJHTRH0vrofTYMiwakIxRI5GGt0Cq4Qm8wKLz3hozrDTg1tuRpioHEXxFDpGttHXBTM7/Ost2NcWCaZV5fHSmjC+GKTg9GmmFu/vBOzbMvA4l7f13CV3R+QLU6YVD5dZXe0LPo+avAmVn7J74Ngz3L3/nbKCiJsrWyff6mSPZ+B4WINrjLVYPp4pPN4av4yB8jrIis8x4Nu5Se030+aj5EIiz4s+e+dcfLtfG9MJf9MwLeyISk7TKXBbhEo9jnYaHCaSnmMQTamyMnkU9kxOixOTm7tzbE4U0zM67zjskIgzYIXrtfM7tW5zByjVX2MMFZoqouoB7fc5zYD7oYuBVR6g1ccB98lxUNc7chnqnmGGvxSVQwZQoxz0cpLluHw1i2nNLhsIdLg+HXlKLiQMvowcpjW5JDwNGt9+T6WZ7XXtuk7HaZnkPdBkTflI6HwTTvHEe95f9i8zR2xVGENSP3rX/96ekGbY+B3v/vdTBRMmgIdeLJM+LnBfahOHIYYWjHFgI/FzKrYEmgsFYmGI7XaEeimYHEQELKXYK6whIE4F2GZjgKtRMaBkutRpuR1ZwXsqpAB3nXGRcmP5oNyMiW0+rzhVF5E5E4KVeSoXClnfGbTmTjaKPscnpMpuoLV/JJ7T57UXOQhKvOyVgvYU+GVReMWgLDnPma5YKv7BqeZjqU8FgI+aOdSst2oMyqGVdpX+Wc9J3tehY1fqi5nKXN96DFGLpnY86qqcFYK51++8OaZmGVb4ydSttdwEuWqY/1C11tWyhtrOYiR2N+E33p4qkqNC1ER6I1vufkwxbbzPZ/ieTwVf4naJ+PsI4jYS1H0an+/cBx13kR4t8wUdt5VK/dfHFKW5mKW8k/8gkBOyOP2na/Agg4x+cwYe9Qzh57E33mW8iJUNKjP8ULexjsT4/M673PaSp2vt0GFMexUE9a6mXzC0U98+o42LPn/3pvGxZ4ju9KdT6oXhzEqRacl78+gyr7gXgNNFfmaNE/Y8PPDs1cy/eEPf5iNJ5MO3R34lEsUTc8fKppaDM+HMkmeAW83nJ7BbkIvCWC8ylIWElpNkCBBggQJEvyn4TvJPwmeHx4xsX6C2eHZK5lm5cmUIEGCBAkSJEiQIEGCBAkSJEiQYHL8n8cewLSYNCdTggQJEiRIkCBBggQJEiRIkCBBgtnh2SuZHivpdwIZKt1UikNF9f1WU4K/i2rztOFTvSISIpFa1LOTjSvB08SE9KI3OE0VuBqbzHSulIadzFBur2B/rilRY0po9TcFVeFwYr4loCkpDlMpulMu97BR4DCloFmfSDSri2Sm8WjKvbcMfu9o2x53rHefwTzNDiLPkgnHXlMVDgs++9wNVfHMh+sHaDGmeqi75sNYp2lpIRJ6g9PQ8ceHoLtJeGqCmdDihP1eFcL5gaakovtXFUcbghZSEX+zobsECRIkSPC0MHF1uaeCx6wul8CAfsfXiARwq5uTZR58uexN0qYpKTo3UYn9KrytDuimMoElWVd7Iw5Q0XhGJd3/Y+EsOx6ImrvCgQQfGtWOa7w0qr2EJkv0PJtmbQ9OU4o3mWNuWaLLPK82ojIqJrT6m4CUKPfelw6Dk4JbMCqSLNUHs0nWKlU2GTZ2uGhdc8EyB5u33FOhHCd/mApUxDt1l0dsFYt2pTSj/K487jiJf4d3N1ilfSfAeIlNJfidU/o57zOCD2wVdYY3UjW2YpODjFD0vAxLMHomkv1nIThhcr7OO0d1Hj+e5kwAOjzv8LJeZ3GCVx0Lg1uo78XkLWElw1U0yqxSMyouxaD5Z46nRotjwazc1swAsLSSsYtXVCp8arlfzFkxzpl0V6VrVA61KnwFVkO1k+Cu9jbRFJXsnCu8JUiQIEGC74skJ1OCqeEtm+sULCOrR/i24YN8nfVcjYtWnvXePguZIln5jmJVcNhjWDhmoe9TdcOvikqC/0wEJOp2VIGLqGziqRjnatP6HhUNiV4TWv0Nwb50e5UscvWiAW8yZunh8HbiI6DaUsCvzUthrGpzUdWlIhCmcIp9MY9Zvcb/feJV/hEVqNrGWP0qlQGqQpem/xkWlfDfusgHV9B62B+xlXG3Y/OAh0aDxYCy3pMgvmLET0lklNA2q6KFVNo8vVvh7XI1PLHvbwyPSouTjLWVZ33Qhh1RJeztbcbXiBe7epxZEUqiCz/5bpIqfgkSJEiQ4Pkg8WRKMCV0tNsy70Z9h0AybBQ4lIWKVsq++PhcHBY8Fi+pHHNR9HNVyHDRirCMGpb7K3Mcqop2VuJCEqg/WZa4PEv1fXar/0ES8G8FMS/AweVNda52bnnbF0QnhGCEsH2TsxQB2nGHV+1+4OUu2+xLz9v0figPrZXiIl9hNXfHolyeNaHVZw6vQue+c87QUgaY38crEawpAaW0XWWiw1FkazRiC4Mmb/c52LvjNFMD0zvK8DqCkpNOwYc3T+aJoikpLgO/VdFc5X4fDXqD97Vr7jE8z/J5lrjmU8qPt7TEWjuUKkF8RFJSH63wrh/2nhWhhFFvYWXD+lRTjlg0eM/CBpwq6piVK4ORbY4cVXQ9yvJQGIrSdJODURMz1CpIOdrB6dKXKBcCMDUtjo/sXp2lVo2HAYa33DlaC5bqGyz4Kr1tD83AdUxX2R053Zcc8p1xdt/XdrjaiF86PUGCBAnccCrmEzw1TKFk+saXj//g73/7hV+BH/74F9Z/es0L89tvX/j25f/x93/+Av+1zdbrF2GNTYyZKZh0OM3AfQWH8GVdZis93q0ccVK7flpC0rzHF9W+esxF6wb2NmDHviS9wWk1Nz2ZhDBb9LYfhFLKZZVv0ZGFrqiLyt0RD5umQO30Dhk2CnxY9hnLY81lTMS2KAb1z4SC/lObn1AB21BS+kJHM7Qn0gAAIABJREFUU46h3QSlwNXePg+dMu9GVSFYWz9rcMk+u+7urZK6OleNAWvVoi1EB3kyxZmiZ0irE9Oi9XyBTsu8xeRZ7fXjWeifwPtrSolPDiWMoDk5nCTeJdDpCTW5h4KfF5OkSKplOOwIb9B7n3EzqxCcKOh3fMUIzXlsuC/EqsLpXZuDmHSkKTvQ7pPVVbTBHZcWH8EuwdyG96kU975n1YAHVsgiQgit8HBVQdvss2UOI11ld1PhMHU2h/AznaGkWPd+7S4hLujlq7Uf0qz1R6y5HovlLWf1YXp2fr/QukDv6Xydg3418vuZY0panKbPoS5Csbld5s1oZK21vK6T8fowz8prI6SSYDnuEejC6JgrRYQXAyxVKnCzwu4s6cL0+HJ8aPLl4P4BH6VuntV6m62paCW8z7ljWvl0Xghap8EKl+7P8xXK7abwWPe728jfi8bRlB1LBlqq1Hm70kFbjikH+Q/4cddxSgx1lYfzMy47LYg0rKl8qOXYHqUdn3ULJT5dw2z2BXyvOZ1Wnp4ZJJpf7Y3YwqZltxHUb8ymh+zBqD+5kunbxwv+zp/Z+utPAHz52OXi44+WMunFix958fpHfnwB3W+T9hKNWXkyacc+CiaAzApLACsZFpZzwLVvnqBHw7zHF9q+Svdsk4PRHleFHWiPODBzSdzFbL9oWkP9YR3o38Pq/ahzKXBVUHxCp5zINkeB34c+b8y10PzPZ/xTYdz2r535IfywGvD58KbFRabFam/A4s4x2X5TukTdMNQNL6aVHIeGsspirukBH6z8SXnYKH5/a+wTWYswWoyE3uDyJufxgpzl+CZGjPbd3iBO5FnvlflcqnFSIFTR5PRgUoNzc1278zy5vYxsLyaweafTKKBwWAKTxkljKH3yvArR+YwbXhWKwa0QzMPyp/E4Fw2HoicKeoPL1jX3pqci8NbgI5aCxfBg2h1VjeTgJaeQpt/x1cjhJhcLEHPdctFBnvV6jk6qEMszLmjM3guTAV+PGRMSramQ7VX4VBLrF+wtOgbSVXa/c+KGhWqfd7is4EZ4dJzv542xaHEi+HgqXZc4Cd3nUTzID7Inp1ehLfZKAB6BLkDkr3tYaXNgXF6HaoP3N+K7mdGFpFQURiRbsRDWP8Bav8eDI5RSXIKv9Mk9w6L6nDumlU+JJz+PjZB1yvZunaHQeoPTHQX6TbLFJu/qN851VRVOdhqWMlJTdhjutTlomnSkc7VTg/3JhxtnHecyTzNqfyFdZKFaJLsMpxH3yGHjiK/1tkO2uiocwf6Ag2LamM8dulMp7b7f3phKnp4l0lW26x2Jdpsc9ODwbNMzj35jzjZHrN8UgCk8mV683rKE2cfE9wqVsw/7PIuGMG4J8ZUKtFpCcMtXKMubS23QPapJWtV9tqpFLAtPvsIqLT5dVyj34LLU4l5uQ1fp7phaWaHp3m56Lyx+45NxVYAL4F2fiVyrfdvXM7xppoF5lJGRc5lMIMTmViZOlho1l9PCfy4l4V8S9h3vHmbpifN8FJ4yrbkRoZwMh21515QCw3ZfYpIDHgDOddaMULi1ZTdzNS/zwtsoO+094LnRKoTSYhy+KCstTkx6dViCXZajfJ23/arnMHtcWvSx0pueS/J+dClD3fPlp6xy7ttxwuXwWFCtJOSVOus3LZbqIu/K5bnOWjXN8LzDfb7MtrvpYpMD84IXoFCzrfquy2aIsKSdtby/l2HMnf8FOyxvlU/4H4DpLWEi0LtMR+vAV1KGIs4F93PS5cP0WMyaY++NOHDz3aIQ1E7vdCiKd9OOa9y37PDapXyBT7keB6Ngpr02jfHUJ5QpPGeUD4pFshTFhVDXQ3KMRcPtkeE51wLlJycPWaoP2F0+tune5CUhzzshePlWv8pu32+kft8/IVqcCJIHmkG3eLw1Q5TL7rBRx1zI+1vyWDLh9lCvOJt+CnTxlQFDhAffQrHKru/2iKKbyRGvfxNpsivwYYAwHMyjzwj50Jz3pfqAtxxzWbPvMsRZkyiE9T8L+XcWSFfZLhd439DJBpzVS7ll8Q/LU176XVrsyWkRuI4x5ilsHReN896R21Eu+BFrHdxeQXm4KU/gFeTnxQRrfWkjptNkywiZfkoEzangVcIA9Llmy7vr7aal8A2bU2G4mU6ednhv5SuUy9CpteZrqIvpeThlTqZvfOy+52+/wg9//G+2fppPSFwY5p6TKb3MS+uCIazbplBlWjROOlAejMimhbB5KTOY4gZvMlXL7V1TUnRVuUJPh8XBiHfnCicl0Q7HBTQVskW4Oj7jTd+2TqOrdJUGW81q5PhmgtD2z3mfkqyiliBRYb0On2RBwsrJlGd9L6xDV+UaKZeFdaGJFLAGPNxMUIXrMefSEP4n9kSK83wEnjatCUxcyceHZoaNgjMkBQzPgn3ecs4Q8Xvt7Ib1vTCFlvey4cnJZPzTK/Q8Q1qFUFqMwxezzREHe8L66ydcCM/Ivq3Y0FW6hQaL5ho+9vtjhsv5KYRS/pW3TAGsluGUORz+QYe+WS0KoD0S4Z9qhU7pGK26iVa7ZsllDYzRmRUydTAa5z10FvfCPMAwPJ2CPKvGCc2Kl2zZHto5n3P77DYzVhis3c4Z2YAzx8lHNtgeLPMwMBSQUrilQIWyNF9uBaMZFqupKtliEU1RoGkanBqcZjq8mtSLyReiIthqz2dB1AZXmWpoXwvWBSlI4eJUtriFUcdaqorXch0oP4m5e7cie5QYSryzTTt3VcjzJiwlbL7uazgN/v7p0eKk0I4NOc4vT5KPF/mwIfi7DWkuLG9JE+N7Mj02XSxU27xVdnifKnGPodDYqzrOgCi6mQZx+ndCKCUX2/PrM0o+zDZHHGwqHJZ2uKzssz1osoDKUIeFOGsSgdD+ZyD/zgoLyznuz2xtn+MeRJ71gcFrB84cfDPrP2wdY8xT6Doast0H12+t/Rmj/WFjh88r+7wbFYUHr6pwMoFXkJ8Xkwd6g/edMttTKoDD5nStP4JCis+3ZbYHI2O/6FwVFDRjDsLmlDRTy9NXhSMWHd5bmZkomD65jAFLdenyHul5KISBKZVML3i99Vdef/vGx39c0P34Ym65l4Iwk1A5BTotWO359VBky7Iq+rvuru7bMbbZzRyX8oGon/Nhp2Zr3/PwclP6Pl8Wh+8yIhFwGoYriPh4vcHnVosLTxnZCtmmeTGNHh/AWh+PMBQPIe1bVlHduhRapZd1YSWHeNXlPF4B+TrvNs+sUCXkz9ugqbAW1J5PCEI8xJvLyTHv9qfAU6c1CeMyT69ALF+IbCa62hvx5q7Dy80+Wc7oqrCVaXB54+Pl4YDLIjxOTqbfMK2G8sUw6A1xwZLnLF0kmztC081L7+PTokNB4PAe8kn0bVn45ljS3ce7z7rwur3+inus5zNGfrsKZc9+ilnpLjTkzX7XSZTDDu+HmXhuhEM77vBqz/RePKarFg1rrbgUe9fMj48Y4YLHCtnRiC0zr04cRZyuWxZXwX+KbO2tcGqUdx+ed3jZm3Wi5CJvej20swCPGW5ZCKJXVeGwdGPQulfhMlZOpiBEyE8L1TYvC8cMqyJM8erohlftZuznwTxPBnQL/gwq6vt5YHxanAKqIu1Nw+vI2G8AtAK8svLlmB2M78kUibnTRZpss0/WeMQd5gTT0EVA1UAHovt35ifNs9prOw1mYyOkz1jyocBSXU7CXLR4duSahGGM/meHOOsUDWd4tEp3p8BVuz+hXBIHcWgnGkHrOC0Wqvu8LJQ4MQsI5CuU25N5Mb0NO1f1Bt2dWyuEfTpEzWmeVw4lcJps+YYPhrOIiWnmNFCe1ht8psyu4R1NOs3afoXPMziu3JE0UeGLTuSBWVWXe/GC13/6L/558QVev55Jk3ExC0+mbBPWgYszZuxaqdLNdFjsGRpGDEtl3MfTy7zM159NwjYBnSujJHucDeS4fJgXCVXhsFTjpBSsUPAVtNNVdptCw/1yM0R1rTfonm/wJs7r/KfgOdJaaNL4sIpeadb2eywUi57S3FdHObJ9gD0WCwVOIbS6nPWcck62WYXzTjjtWUNIaPU3AZkGDYu/pqToSBe1B4vH+SuYfBPJegoe4JOTCUe/cb1JhOAgBJGLUsuqcuiEv5eG9OJjJQsPz1/lhKakfEuoB0NneANL5SniRd1J/otNskqB7hl8XRkEhKqkWWv3WKDoDZltRr+sZ90rPcrA4gbACl93Ggz7y7xsnaE1Mww7Jm+aLRaKRdaKI9bGqjYnPKDIV2CgQ3qmmi+7j0j5Kc0bQ5jfQnEpp8eRv4pshVYAjPrexGPR4oQw+NdSvcerTskIyR3QLZzxYGZBiOXJFIYpcjL5D/o70oXAQnGT1dIZGm6FRly6CMfD7bUwNI/V/xwNFu4+ZyIfhq1J1KNPQz6NWicQudSWVgLCNdJF3pSPRFhjZgWOzqE633cKpt3HQpEt0yNN1xmeH4+tBDO9mII8CIcNhfe3m2zPyTD19Ob06eL/TPrgx26Xn7+YGb2/8eUff+PX33//cLlZhcrNxUKq3/E1nyObsZOFfehEmYZlFMnmOpw21KmHclWAw8K43hJjYtDgNLUD7fgHX7Y54mBk/MkMIV/n3WgU6LEybBQ4TBW48qSDUvnQKfPGOvfLDk0yAOkqb9jhxPG7+Bg24DBleJvNHEZCXgSjPE0pY67ZpM8/M1ozYdDJgeOvF5jw24KpYNIbnKZSHKZSdJVjHvZN2hWx3PfXIVWXALjlQ2EH9kRlOq2T89JbIJ47rc4J6Sqvbo6ce1tX0W7KY+e/mjstFps23RkXsWxzxEGvYuRismPxDwIuBAvVvot+3X8D1vNmGz7fWxfANNlynbL0XbnifW6raPDPUkuUSW+VOCw0vs9+jYS4pGN498XBsLHDxXWeVxuTKjp0rnZueeu6SC+uwKdWREL5tK1gEmdSikMlHg/1rHszY1d5Sy/z8vqWBzIsVlZYZADlPV/60ZQUp43J8yJqisH/VPs9tM1wjykRKpoXeSeK81AwEVt+Wqjuw1FDeEbIlWsnlL+uCkoovwz7/lFpkTFpQaqguVuVlWJFtvpSBaxWSdC19OdbXW1cGGfv2OHvc6cLlW6qwJWqO5/xVcbb8NCFqgTwgwyL+RsuTVlLb3DZknP+Tda/G+Pxhag+ZyMfBq5JJOL2Hyb/ilD2+Dw6ap18oKt86OR4G+Rpr6t8MPdOusrbXMe5RrpKt1CwePH4Y45LO9PdM77eiYeHaoNTX0NvcPtXhQJdc3zpNCxLeapiQRdeTL5zrHOlFPjAHrvNolWZuau6fjPzOb3m83HDemfGvgtMgXSVV3RseVnXuTpyr8m47zwLTBku93p9nY//uOB//vdXQORk2v7pR+v7Lz//D//7i/m/X/ifvwE//IW/bs3W02nuOZlCYFsiU8IyY5X5axk5N0QSuJNMCjDKU5bzdEoFFgf7PBgJ0g6VZQ42gVaJ05UB24hYSHojtpptUHbssLF8nqXcPtvN2bkvzgbXXByVJ6sU5dvcLQ8EKP/0Bu+NinNuQVhTjliUPE8Wqv6abKvk/AR4uAUq89FgZ/dzvDddy/MVygPTI8ydZNj0anBas6Z5PvtsaE1CYIW5POuBD0lzYSipFszkt0X7+6/1AQeDc05TKTQ/jw39jq/XN1aOFKucecyhP19aDaelxUi+mHYkdj0010+ymK/121wpBQ5dib+fLB0Cfp5E37tCWhANWfDN2yTW8yRVe/zS0eqxKPawHy2dyZ5Aq73RhGFkdqi3I4mmlG9KU0QomSefmqtS21Ks/FQ6Qz0tKa6lUHPO+cwK24AjXLNZBVVlIWBdFlfy4760A6aXmfmeVHqh/GbYKBiK0/Z8q2qmw+QnWQkmvANObvet6rZxns+em/TjUzENmb78v5fx6LRoYCxacITXhigjYnsyOc+FTkoosA5GsvudKJoh4JOEPg7mTBfm8w9nOxyWDGaer1Du2xXG4tCFKHCQZ92jTEmz1pdlLRHq5qaZoP4Brgpinj+ljD58vLYn4QthfYbLh/Lat6x58dJpwJrMSD4Nln8BfcBCu8dqpsSnVonDVpi3O0Suk24qWFq2p3C+QrltJ3M25SBnXhvbGzHb7LPYUDhNSQmj99t2KpCxxywQto7h8xS9jgsb+7zcMfORVSjXK3RceSZD14EcuMfXtonEGVrfsvKeHVj7byfYi0k/53PrmnsyfJL2piMVzlzmNM+rzWU+7KTs5NuWs0XUnE4vT6/19+kWUhxaib9d8cdjvnO0bmMQOmYUkQx9DUj961//ekqZYcbG7373u5komDQFOhDbpT+BC6qK5gk/EoiXk0lCWJllEz45OiL7McrMTutC2U3B4iAgZC/BXKEpKS5XYl6EZTryEZSNHwnFQK5HmVJAWJNZCTIghMdMrOwj+AeFnSS0+htAQLjm7BU1Y1aXw3nptXKHyIpVH7oaNgq875R9q/jZQ5F5czzhLBw+IX6Be9Uep+VJEZqrKSrZsv39wrEs2PqFoTgFwaBLvif3lCfxd56lvAjBXXMomjKiQo1D+REEad5nngzc5of+a6BypZzxGTthr2+4ZyiCw0YdZeGfAZ4ULU5FC/48xptXS9qvjvc1x+TkCePRxm+HLibh2bPtfh5FAn47iF9E6OngOY559vDm/50Gs5rTq0JhZmOaBbRGgcsAnvm96ejZK5n+8Ic/zMaTSYfuDnzKJYqm5wkVTS2GuyfqOsN0erpNpcLpGewmNJIAPIm+4yGh1QQJEvynw6kscZdET/Cfit8AXegNTjO3vJ1jzqQECRI8PmSvfNnj6jHH8ZR45rNXMs3KkylBggQJEiRIkCBBggQJEiRIkCDB5Jg48fdTwaQ5mRIkSJAgQYIECRIkSJAgQYIECRLMDs9eyfRYSb8T+ENU2AmvzjI+VLqpSSvoiKz6Uc9qyvfMup9gvpiQXvQGp74VCyMf5Erxqc6lNziVqnZFV3tJaPU3BaO60Cwrf00xGLpmdShHJTmz6si0PFu0M/04px2D8z00xf2+32MYomrWo8yFqnjobdhQ6CoFR3WwQJr0ed5upzD+XM5gD8wGulT5x8VDVSXee6lKxD5R0WKs+VB3zcWc6cWsejjLNdCUSc5JkKscud93vOqMBj8z1s16NugvbH1VJaBS8RRwyBLGO8d4L4/8PPHYHo8fO/iEvLdC949U/Srm3zj0HIt3PTXeORVmwO+eNEL2lFnVceJ3nOa+KeCtaDcLuV2Ma5I97b17xLtrmDD5q1/fQkYNPhcnri73VPCY1eUSBCBOqVVV4bB0M1biWL/yvZqSonMTlcCswtvqgG4q46jyIGO1N+IAFY35VI1LMEv4JAv2Q81d/UWCT3Jh7bjGS6MykCeBb+izadb24DSleHMwOEqxxyltndDqbwJSUvB7Xzr0T3LrgN7gsiUSd8cummA/7LNHjD71BlcqooKNUc0NWqIalAF38vKhrrOQlmjXN7FsJTjPWECS9LhwJjcOKAqRr/OuvcL7QoPFfpUFVDTfs8FdzWUcxFi3dJXdAZzuNBgW3cUpFGgGPB+n4EVUsvVik7dnKU4b8vrd8HWlbVS+MxKnBvGhYpPtuwKHhbJn3haWcyyVNwLP2UCeWemxzTkaIQnlx2kvCn6J4/Vz3mcEf98q6gxv8qybFY2KTQ4yQtHzMiChO4hqYau9kVU5ypee83XeOdbcbx+6kmOfd3hZr7M4wavGwcPtNeJcca257zu46CuAJld7AxbPVbTbks8auWnU/7z+VEr578FWya7WFbTf9Du+Aqv7xlxPUYFVDLlM1kqkH7UHBYKS/1uo7Etz4FdlLug5l/xsjo2g8fnxhDRr/Z4ovT5ow064vBT5LmPCWhdw8Iyl+h5ZfM4TIHit3fmt/HiYH093thfGu4BH5Z3wxPjdROd12Nk4zpkbRzYasFCuQE1UZLfXS6VbakUWD4lGHFk9aGyi+vk9crVKleFNHq5LdMcpguUzrsXMZM9538fnTPCFjtYRicKzGR1w7jutBVRWWHR/ZeDZK5kSBdPzgMhon3Mxj5xUytn9W58TURZK8nXWczUuWnnWe8s86Djbsg6mPeMDUTrXLnup0i3c8cZxGPhXx0vw1JBmrT9ibZZN6g0u6UmlZc2y3lJ1OLPim9/hla7ytlIQ1qPIKuYqGkWX4JjQ6m8D9oXKW2XO/m61txd4KFu/3TEuE2HKUgdk4cy5R4aNAie3xuUlXRX0bAqSFZ/qUbUdrjaki8v5DocyT87XeTdqh1Y+d8BRLh0soXNcYTBdZXe0wVXhmIV+kyy69G/R7kvujHc+Y7HdDBDsJ6iMZ+xTGVEXg5OUz8K1CBGiQ8ZlKPaikN2sM8w4G/Az0ARhodpm/fY89u+tfg2eKSDWF+sSY5QZD7m8uPeLsz2/SmdmP2FV2wSG5x2wlLUDHq5zNv8FQVe9W7pBDbjOBw89qwqHZ5s+tJxmrT+AQoaH/RFbGVEowh6ryodOmTf9Kg8Nr1JyahiKaiqbZIPm3rX/NVUHUwHg2W+Cl3wgzVo1zbCRZ7XXly5N4qzKehQe3vN62Chw0jEu5KrC4dFK7GpHw/MO91R4m2lwmoqnFPK+qwu6zjBdZXf0/RP3OmVeWckmcJKqGUp0cPB5P54gGQCyPcim0xAoL6l0U2fhRUjGHj+ArEBsSeeX9O9xeH8cw7VVLct9JsTHY/FOeGL8znNeB8BRwRk0RSUbuKYxzlyfM9bTjwu+RryWdw/FUl5NDZVupsa9p68ia/0MFDJclBSy36MggK4zRCgb7wFaKS7Is9prs8UxF9ctSLUgn2fpOhdcpEA/5/M1rPaqLr4OqGd8AlY3q753efgNKJkST6bHhb+QLW9woywzxDsogAWPVcotsBoXoVYE0zD6uzL+O1RVtLMSF9J4P1mXgDxL9X12qzM05yT4PohpdQm21ulc7dzy1qgKIQQmWB+04cZWhGrHHV61+4FCcLbZl563BS7HYddKcZGvsJq7Y1Gu/pDQ6jOH11J33zlnWA0v8R0ETTGVUW6anU1pbAffbh1xtVdkLW0qwbx81cuTDQwUDjMSkUreUKGXCEM4WVqZyCznhUMIzbOoL/NQa/Gp1uIiaizS87g9uCxe0Pe9pHkvBpJS2vosjrftDFGsSmPV0Tqw2B6ngTRrzTletD2lkw2anld/lmXZuIzk8yxxzaeU35nREnvYMcag80EyPhyt8K4f6tYiLvLqLaxsWJ9qyhGLxpmysAGnijpmpdJwaMc17k0vmnTRc3EUF1kZ6akVDoHwVWp7YfImr5LeaogPtWuo7JNNF8lOqBSy9uU+cF3jJGMocvrLfIjwunDz5aGqQrEYe3+7PRpN/iqMAfv2/LiVb3ojuvH0Mi8N76eFdNHHC9Vl5JoB5PNh2CjwYdlQPKoKp3d7Yh3lf08IMW974T/Sz3ko7zn49cMtsDIg0gL41HlnHEzN7+LBliEmMNiMi0dS/o4HWcbzu5emWWvX+Zyp0UmFGZqweWWMdQnml+e834Ht0YgHSy7R0ZQdDimznq8IRazeoHu+4TMWpwfqveXkYa63ztWRoClfr1SDz0+hZPrGl4//4O9/+4VfgR/++BfWf3rNC+v7L/zc/V9++RXgB/74l3V+ev0iqLGJMTMFkw6nGbiv4BAa5YPx3coRJ7XrkMPvETDv8UW07xayTQwbCtpG03YJH6evIHgI2RniEXmRuDviYdMcr9M7RByM0rOPPK9xoSkpLlcmGJc01xO911Obn1BmbCgpfaGjKcfQboJS4Gpvn4dOmXcjwyJm/azBJfvsurvXdYbptPhtY8BatWgLXLqwWpuXBr8LaCCeIa1OTIvW8wU6LasWrMtCPv34JkaM9jWlxCeH9UrQnMOTJZYg5/SEmtyt2i9ExVT+51kfSHxbVTjMpIQyxs/aZ9G4C6rCYQnKo5HwKFLOyTYDaNSF4d0NEBRKaI4xbK/IvL9C2SGECkt21uEN6IOBFPI3uBXWx2racUl6uBVrLZQJYY0JZPfKnGYUFiRPg0t6HIQqIGRcc2GthR/yvPL93KXkNGlNPeYit8+BNY9pFnLXdCZZb58+NbVoKSV8DU7ymV3pcbAZ2ejs4b6gqAqnd20OYvIHTdmBdp+srqIN7ri0zgdsJUAb3qdS3PvKIAMeWBFeQHc3tmeEqqBt9tkyh5GusrupcJg6m43FXVUmC7/xhVPWWu1N0ESxybv6DSc1ETLyxu83xpjD+PewcSRoqnWG1ixa3lW+3u8mgnhvbpkFbsX3+7eclGp8UMXL+RulBF99cH26kLmj28iwFYem9AaXrRb3+Hm+4fXCyNfdP3DKvYE8QeDhOMOJmw6mDifyQlNVssUibLRtmi42be+/zB7bRct9m6Ge9vF+CA6rOmzBaq8HynloaOnwHLJ+63B7xxA/ReDj886ZYkp+Fw6nXDFemGXU2WaiEtJ9gEeTw4vN8BqVHRJys6d3B6z7VITcYobSZ2p0Uq3I+YsM8TQ9VfN1tt3rm66yK+zeFr8aNo4Z7vU5SKt0C0a6jcEtX9kgCI4xSp6Tw8YOF9c+72sa7AwD4sRKpm8fL/g7f2brrz8B8OVjl4uPP7JlKJI+dv8Of97mrz++gG/f+Hhxwc8vtvjpx0l79MesPJm0Yx8FE0BmhSWAlQwLyzngeiz3yblj3uOL077HQqGjdVpc1Fo8jMOEIlw0LUFiDgekB09gXq8KSqTLb7Y5Cvw+9HljroeNAu/nNP6pMG771zX/0BQJqwGfD29aXGRaIs/EzjHZvhxic8NQN7yYVnIcGsoqi/GmB3yw8iflYaM4X4uOH57IWoTRYiT0Bpc3Od6Ngj3Fph3fxIjRfpCyXSDPeq/M51KNkwKhiianB5ManJvr2q2ccQu8cohKWGiakcOAkIudg8blLnscjBDJjosDHm7i5ggzYvwD3NeFssI/lFrq3HhWKJQmQsYU+Ao8VBB6ytoHAAAgAElEQVSeEehoy2Uopej2BizewMvNcFoaNhpodLiQLrkdl9XYcWkMPb8mDZezQ2yFkqwKjQKHsleEgWxzRHnTuBA62paEd0mh6kTLoxQ0eaFjDxhCt0eIVs8Cxv/94FD0REFvcNm65t70QAXeGueDFc5iKBB3R1Uj6WzJJZjf8dXIzScXgRAKoJZrX+VZr+fopArTeQfoDU4tg13UXooDe6+KcLm48Fca2Jbva8e5fWLYgpzKZ4lPqIpNk/kVS9kQ6GkZCJ3hDZCTPrLkTzU4jCgI6SpvKNBVow0jZihT4KVf5g+qwuGR5wfh4XIuLK44DTZRBoDJoKKVSnSApXye+2sfhV8+z9L1taQg8ON1rlQBJl+S56SY4aoQ/M4Pt+5wK53hTY5XZXHZ9p69j88754mx+F1MTGbEmyJczgGn3CDCbsOfWN10TnKs/FchCjH7/SWlW1xvsHSV3dGy4IullK93u3YmBudYNyMPna1gNUPz8qy3Q/pVFWG8baX4XB+wO1A43LlhKbc/sWf1w3GBi5ZkgAvBxEqmF6+3Qq2Er7ekb1+84Mf/gn9P2lkIvleonL3YduItU+mxVKlAqyWYTL5CWb7Yqw26RzU+XYtnV+v7bFWLWIdvvsIqLT5dVyj34LLU4l5uQ1fp7pSM52GpUme76SUov/HJuCrABfCu78dkJ3t/4wXpHt0Ylx5jswyOA0I9JoWcy2SCNnMrEyfVjJrXaeHbvnxoOayH0ruHeSLFeT4KT57uJMSNH/eFfRnXlALDdl+69A6EBeBcZ80IhVtbhsOzTWkeTQHFLxfFBHhutAqhtBiHR8oH/olJr/k6B33JM0XZ4cLwclrK13nb9yYRflxa9LlMmUKHvB9dytCoPDTg3rfjh8vZln8zLM451tXeiPJZio47D5MFWwj381bLFnFcpKMx4OGagPBp4/KXn3wfeBCYLwcrN8VhqcVSPYMIF6qSHcBpJiO80yJ5ZofPmMlhY0DXGeJDg1EhAWOFDKhotDnYPLYU42446EpqW3hcFllIF50X99jhLrbi8lOpEJk/xIuwwg5+uTbwXggCBX4RAvOVFId+0+J+zjMvfbLGfn7ZG3Hgpo1ik4MenN7pYHhtaMc17lu2onEpX+BTrsfBKJiw1qaJDLH4janc/v/svb9rI0v29//SA5vPLvY42OR+PysZ5LFhnuUTSXiGazaRnRhjlDpZ1AYHUuLMYAzOnKgDgyU2cSoG4cTqZPHiMVK07B0Yjxus3n1usInH4u78B/oG1T+qf7d+je27/YaBsaSurq4+VXXOqXPe5y6G0No/pn4jMjiS6fGux+daxrfuOVFKXn7BCWDvMxXW6rdcxdOTRUCsQQvl8I0ylJic4AOruY0yX3MKemQUmuDg2u5GTIjYSKbR4X2WsSLRQmFwU1zna5DjLHDNSBrFY3Cz0+JNpw4j+KbzjU3advEHsCIJ3y2CnoQz87uvnc9ovXsR8EbyAYXySC1EHwom472y2zrvwGWO1WoWXcn4owYDsFDvszscsqUptGl47mOSaXsLqfTveKAn7JFq1oyeh5VOUD8lmap0KFdupSyKBnv3RTuidCu3BBcildSORpQQuA4u1Vmrn7O6cclZxlsARsDSlyfkZPrGp/YH/v4L/O4Pf2Lrx5B0uG+fuPrX/7A2lZ3GjZlzMmUXeW0bFeJE2zoVmqt22UN4Ucv9IfmsWGSuVcMJ1yxt8C5XtcNHdSVDWxuyVSqx1a/zNddivj9k71LhdF20w0kRXRPK+83JBe+6smdfo62obFl5vxH9mwpi2y+x1bXSgTJOKGmlMwUHk3uiyCkHdlRT7CI5ygm7hKccV3PTGjsSKcn1MXj+cjdBNY4AmRmoRXfqApiG8wHvuWSA+L1+ccvafpRDy68w+DiZzP/6nX4vUFYhUhaTrJH5xpDDfUGqvtv1W1c3RZGuYisFhuZWIp/6+UHa8L0OoYyzfslODsvoq+U4Y4bp1yY/g4AVrl6hLBl+zjzyh7N7Q6Wv6bBbzTJQVR6rkqOv7+aaiYTJxxRMzmmiEuewcqfLrQStBdb3lQ6Hm/fcGCFRhmak2kMtR3vRilCs8r5So9VsomuN6aY1uNIpwg0M29APTSOP4iQsmY6KBofDTW5UoQQD5jw9n9kJujUXABYKSDKXdC8KJoqehAjXhnHJl+UDdhs5O73ZaeeCfIgu4d4fNtjuL/LYdyIE3ZELFcqSw9Fr0FiRJJZC7+LnCazaOCJkZ6ShCq6rEAdl8JgGITiSaX6/z2EjeUdj09osBOl1pQaH/X0G2SyoRdc6NXK6nJHj3bDDoxbe91HS5QBzzchwre6TD1kKB+oxHMRE68ZGMo2WLgfuZxktEi0JpPka6Mz0RvBUKEc4WC1YaaqrqCPytZXYOrjgTDXE+mncQ3mDudwlj5cGxO6133vtfH7r3WwwhXQ58/tRI5lmhyxz2ax9KOCs9SHR41YqmYVSw++A1whM9beimx5qJ+jVRoyjzC1TuiItIobKR845HPZpZxT04T5vbk/QAf0Cn64TlC73ZqNqcniKuf6Qy4RmLU3oZHrF260/8/bbNz79dEX70ys7Xc7Gt0/87eo//HHrR6bPyDSdSCZdgVYzzLtfYsteEKvsDv2/WDlo2BEM+c1lru+lL41LPu7UnIiQAryWeQkKZbFYLCJOdrMwWAIdhILQbHLV9CVUk29Yxmh8/wBWu4xZjStZ+wD5Rp+1W1Nhvg3Lf06CgBzpzQv/qYJZbUO3ynEHISBUPRmSP/d4mHX7E+AFyd2oYbv+DUk28jKu6I539y1eb3bJc0Fbg62cyvVtme3I23kUrlE4mX7Fshq5RkbBUIWSJI9ZtkR++RjdMKukPQNZDEoVEgjPWfdXIJkyrPsU6pTLLVp3Bxw2oJ1ZF4ZQtR9MRi6RYLscZhL58Vx1kY8ZBSzD8x5XidzHu57Y0/ydMskiw549aaljd7rcXGPIllzZrHgB5U0zahigFPru9RNpjKzIG1SumyJ16cr+LBiPd73YlLo4+Dm+Mly7fuEZL5MPKw6WIyOPik6VPBofa8u8Txp1NSIsh+VKpwPr63DQZbck3mlL2XwaTia5fyct3uxbUakntLUSWyXhGKMTlO4btD+Id8GJIowBi/MkyZgahu2gEPtKia39Jc7MqkyDyxavA0+mnx8s2XLIqqGtwFacwyqG7iDSaDQdtN79ceR0uWyWObLMiaSCqWF+qcDDXZ9AipO+MO78hph3zQupLkeFcn+JUdPlvjs8TjJXBI/5d/SeJ/HqiIyk0ZFbgmNReIPLFixWIbvB/J1zYBiH7712zgKjr3ezxLTS5V4A7Kprnsnev+MBWIlKXywFVI7WFFrNAmv9Ax5z5l6agDLGRc6+j1RIIAtkHb32AGFfVzojRJ1ato65fh2rvCtVmTOf0fKyTOhkMvHqFW//7//wr6uf4e1b++Nvn/7G1X/+P9a23s7EwQTTiWTKN2ANuLpgyh5qjXauxXynz2HJ8YQnPkXILvK6UA883X+OsPlE6nW+1mqcZu5GMqJckSk2+Z7C0XqN0/Vwh0LgopWtstsQJ0evN7vhNzWZ9QNJKP9b8cLkDoghjY/a3LKsHnSY8y3sBjfHy+S7APvMF4ucQWR1Ofs6kwCZy1a07NldSGX1VwFZBk1F247uNNezR3uNC3ayBJ7IB4Ur+ziZcN3XW50E1TJESmwNO7QzVuUZ07mSM/P1q32R51+os+dKexTk+HmPQfRZ2eSwAR9bS7xzLRchKZtmOdzQSqMm70CyqnOSAyDTlCJ/Lvha3mebk/DoJfu5iqbyViWfrVK+K6L3NW6OBQ/IbrVEniKnOyr50CpDs0lPnRS6kkHfFIbEXHWRj4oGjGBcmOtNIjJjH2F9X+K1kVKmxuZkEmmUUelN8U14ijeUGuSVIu0L+LrUdwiKXciyet5hLqgaVyM+Rds3nysdysD8BsASX3dUBt1FXjcv0Bs5Bi1rz3mGcEWpZEw5Eoa3FZmytalwpuaiD36iIhgtjJj+kiiqeUQuz1HT5QDmNg4ob5QA7ylKj6vjsmnceSGnFLoJsb1V6wZqkYdCeaRU4qCUxummy00RdiTf0B1VnggtPpipO/nLFpTPmUOj3SrzrguQJb/U4qNWjbXzvu/aGdjAE613LwGTp8vNFma6eKHOu2mMsanLCf6jLHQqfF5f5yiuujpOlkD7ckPQJJxsBhchsbIRNC04lT8S0SnRYzuZPrXb/OePa/z4wyvgGz//9Hd++e2fzG+/8elvV/znt2t2Ct23T21+mgHx97RS5WYSMmjc87WwzLuc6WDSVD62enCQtAFxYn+mLk5crnxSPpI4yGUUt6pZ2DAZ9Itm+dVql8OYNkLD/2JS4nwlhW2I/Pd3ttJW9qc9mISNp60ye2ModwMVTmtQHo6R5hQLQTpNVlTr+1CD7WFjhPc37vUvR+5cCJQTEV4cCcvBJCnRK5UKHDTM6IUs+TJc1ZZ5H6kz3PGx2DJLUhvcjGQwvHRZnRGyVd7cFt3OAkNDvy3zbkT9beayGMANlm8MOdw0HeUmF1NU9F38iXxCTiZPX9wn/16loMphVXM5ntzzSONjrcnnWtOTaid4yG6Ull2GPRZxvEJxJ30uvrlb1vp91nZOpLRgg5tjeN/NMscmj0WVQcjeYZFXrnSGtmzlG+cMijmuqLNnGqRytciADjG4nQax8nTxeV04AWTuuDxm+kWSJb2vcnZMNHeMDKPP3EGdNapmVHF/rH6Hwa5kcz6+0SZH4lmYX4JWrcdKJ6LdrHMAMWrxEf98NrgpWvKyyOveBY9sMF9ZYp4+g3JwlMeklTvHh+RU3qmzNxyCVH1RV0Tqjt3nUoP3FxnO1Ii+ThLJFIGodVWkHo2Gsfg/LVnxRd/EkPOa0JWccJZ5UjCtQhAfaz0W6ucj7l+e9CJNgwROlqeRtw22zcqNLsdhJYlXrMz2cAO9mOF0ucNhI4uu7Lj2prnqAWSiebO++9oZgCdd7549nlO6nAcSb1w5QO+wquombMxee11rW6nBYX/JrlAXuZ4aKjf9KltVQLtkft9Jo3acoIZNSbFa8rfjd7bHp+fKB29jO5nerq3x6acr/vLXXwDBybT94w/iy28/869//sIvfOCff3eu+cOffM1MjJlzMkXAOaUyFyUsAWuaPBtVtstFTnMZQJAnvy8XzJD8Ax5NZflIWRRh5M11zpb6bCMtdI1zUHacVLFCgYXlA7Yb46aiTRmyYR5ChjcxenchVSFwOEcqHd+Jta4cezaY4E1+9MokDh7vgMpsjPb8wTIfrBzmQoVy33IQecOrragG9+I7yfX55y53QQitMFdgLfQiaSwKQomes4iCS873X+t9DvuXnGUy6EHKp3HP196tzaVhl71O2PWXK6vRsjQfu0ZmHd4i4Mh6f9LGudo950YpcuQh/n62cggEce2MV5Fl9pCV+eA+hp1Ulcgvr6NvilNnXVWZr1aZQ0NvLpOX09cSpcA58Ck2luMrW2W7v8Fc1vY4cuN6FnneCW6Oo4wSeOI3v98NPNTIH/TJl5KUoQaMSx7L+2OmYTpwV9MSWHDx/Qac3oZwVzze9cxoIquPElE1ih0WH6yYGgxue1w1lymPcqCRLZHPJrTIQ9bphYDDaDkSSHYGjgZHiXZkQFrXh4Kw9Wg9wLHg4ZhZMH8fdz93eXZJieeSLyyxDbjScBtV0DTmQtaH+aXCqA/tQzhvkTeySNYj/HPfdlhrip/HEMjv17nOmbwhE/c6OYLmkAtxVC82xDPPEk6KoT1JA4rblDisinTgxwuTuNkTYZoEeU/E3VxJRLq2aYQ60aYhby64ioPsh/9O4qsTh86GyU+b9JnlQi4Ze29yUGKrc8FRSPXGJ1k7JTz5ejdTTIuTKQri/X9/JKky51TVjeJ4dK/TIVkY2Sq7ww1xTzsyNKBK3UkLLMdSaZFHy8GarZK/s/ihs6x2D0x+Jv+aHcTJFAXBHVWx97/x0+VeveLtj1u8/THou7ds/fltwBfTx1M5mCDI4POfZPt/U3X+dm3eJela+Zos+UawMjwKxucjiYZ+2SJRrq0NyeCodOKVkNwSC9QCFGwJBefU2e5X4AYjwUzLmBR6E9ame2hrY67UYDewalqyii2TXf+85c6HuApzhspZxjQWKnLpTneo+k0xw9VyhzLrHGUAV+SGVXo0w1FYFSJN4Shnlu5OqCC8bFmNkaUEa2QQ6aUbWVYbXVafsyyGpGs+S8dSQF9HVTYtRUi+Lr8BZ5kMD5gRrfavp1hhCiQHkwOHC8gzj0oNypUMrUwz4TOaPC0yJEfDQr0v7VkGNyfwbgTi4zBMk5Mp3+igZySD23KeA9b8G6hF8wDBu3dnWT2oQ85fvREQfDPx5Zmi4VPCzeg86ScuRXuiCkgOUe7cSUZyprjJ74VBq4m13fxMyIv/sMyXmlXpsLe0w1HGMQwWCiK1WoxrVjjKixmOemK8UYscRRJgS+/FUPlQgzf9ycZ9kgMKGY93PUDl7G6T3aA1ObvBmwrhKV0zSJeDaUQyjeoMt6opB6z9hTp7BxfSHDuHnQxHFjdrvc/hpsyRE1Y9OcvccpOrJp55IB9ieCILkugLpQZ509Hg42GZRN7M1P+g+8VXAA5ypBdYqUBr3TtXPAeH0jMH7U3evuzVi5zmFOY8RvVTrZ3PZ70LadblbB83wmrKnEwueoID33jJ63RYeutUIPUjcAx9HJ3hznevkzFaX3E7VFvNHlcnGqumLTxQi7Ruy+zZ451jXvId5zfrDOxszBL5SoJU9pDgEb9jzHnGzL///e/nRDk8Mn7/+99Px9FkQHsHPi8zsWGd4qmRoESqYTDIJjytDr8NZxcEb6op/vvgIfpOhlRWU6R4kTA09CCunhQpUqRIkSJFiv9yvHgn029+85sni2RKkSJFihQpUqRIkSJFihQpUqRIIfB/nroDk2JcTqYUKVKkSJEiRYoUKVKkSJEiRYoU08OLdzI9JSdTCguCy+ZI0exPdCXDUSbsn4I+Uvsid/hM9ZXsSNy3uGt1xd3/FC8ZY8qLoXKWKXIzspgZ3Ciqp4KX2V7R+VxX4vqUyurLhn8d9EJXMhwVA2RFhqa42hAcEFHr6ThraooUKSaFpee0A6a8NW+DvnND4ybpXqUpkftDtN7l/Btpb9SU0a+xYYgKt7jXvoGqSuuVyQ2TYE8TY+qsdcnWxmR7uhi7SddRcw8I6kfU8xkqZwGyMrO93jCi96Anh8FNUX5vHp3OlMm4ueXdb5PNj3F0wBQpUgRhfOLvZ4KnrC6XwoTRZ+68w0punaOmSe7WGNrcVrqSoXUryOxQi5xGVQCJwOuAstZy2+GcNRXeV/u0M7lQUseVzpBDNHReUHn3/1r4K3cFIqraTECFEP1EVBER1eE85K6R12ZZ3YezjMJ7b3WG5UVJLgu82YgjcEll9cXBqkbYECyKC0s5m+xxpVLhc9MrSO7qWm6CR422WX3PXktDCXsdotqVzia6opEfiQ8sRYoUY0NT7D3CWw1xpdMBkwjVXwIazx5SIk+RI8WsNhZSRMC6bm/phBujEUigm5f0rnEQuu9VOmxziU4wqXEwrPVJrGNzIPZDQ+WsVuOhdifI7I17vlJgbTPHgJAqwjIKS25S8ZgS3kHVkISTq8WVRL6+0umzdpsLLjLjukcygnAfEbmmcmOUAt+bpXt4iX7zjT5rxRPB/QbT4YGTSZwrHQ4bjER4HkVIHCg/YxBZW0To7KjkpWuFDWBwc9yEQp15NCBmz3PpYDHFOBJUz0qRIkVyvHgnU+pgenoMLo9ptcrsyRWEzI2Meoc3t9gLvThRMKtIhCgHoaV2ZWWtUGdtucZVs8BaZ5FHA6lkMHaVgvdDq1yqt8KRRrt4zzvX5ldKjfYXgWyCimQjwlC5psOuVSnLVNZ1pchg36nyc7YD20EKbbbK+0pRnNrGVrj2KIqprL5o6BdNaN5ys3/u/qxQ512jypZUQlpXMlwvRVWcM9+9uX5eSUp20Lq4UO9zaLWV+pdSpPg+MFTO1pu2Af2oZGg1rQqA5iGIVRHQcjhHGOdz1QNWivcMKDEnVeJy7T82StLel/DAJQqSHuZ2UglnCna/S2L/iXCCuQ34ElvDPu8MeOw7oSGD/iJvOh12S2YVpMsWD4Uy26UJi1uMhBZfOOdw6K7oqB8MOQysTm9IDrCQapmW8ybMqVKqBussHt0jUP91Ob48lSZHxgbbQyGz17cX3BibOJW/THla7kgOT1xy/RjRss/JqSkcHSftV4Dzruc+kHHZANS4WocrYJQK1w9Rh49mW2+ivk6RIkVivHgnUxrJ9NTQ0Cmz0qtxmmnZC/3gssUDFdYWL/jSg4VyTrqmQrkDrfV12pt+xctfater7JgbYTNms61skgduzD8HmoZ+sS7KwZr4bG9gBRbqB+xWU0vtxSHq5FdCuJJvcLNzx/uuELqBGW231j+H22XbeamftHhz3g1VhPONrnS9oyS6yjU3M1wVKqws3zPfkBTRVFZfLPL7dRaaNR77VtnuS/QmLNQ3mAs0Ah0lN/RUNaBUrGtdNGX+obbDzUYy5TpFihTTgEbb40yY26+ztrnIQDWg2uexBwv1faGblBqUO5twoaCXwvSVEltdaz33rBnNjGlIExAVMoMDlyTw9UP0+Yv0k+DDwnVOzT3tChE9NN/qQa/ndiZ47uGOkDF/W6hTLgPNdfce6+9sAqeBweC2Qj4sCiyuuqvlYJIPTm29JEpPNbg5cQ6udCVDiw6HwxLWmD4exJUyHxHms8w1hk6fhtYNhOyuHITdsBJdCXdiJHcWOdBoZ449f8vOKiEfC/U+74mJZEqRIsVUMYGT6Rs/f/qJf/z9n/wC/O4P/8vaj295lfj76WBqDiYDznLwUMHviV9vmmHKx5zWes9rkZp1/2LbL7FaLUG1ypaVW1+psMYyK/VNOF7ngQpluT+FJeZLG6wVmlwdq7wrVWNPyADPKQbYEVEWosKmAe6Pedy0Tlrc0SEDtcjHRenaJx/XZIiPjIi5P2Nuus9tfCJDsk0nZSAMdOUEzhugFLnZP+CxVWZvWBUOAvtnKtccsOu9vWEwyGbFb9U+q9WS4wwwVM5OFtm1FcigU+kQvEBZHVsW7euLtJqWUVJgpdNNplw/9fObDqGBIVIYuVvk3XBoy6JsBI43RlHpGT2ucqYRGrT+yakRNiY9CZ8lDG6UHa5MOVioVOB2id1u1f5eV3ZsOVmo1NluhOwfY6RpxN//1wTLmeEx7KxxLNQ5TPTcE47ZpHtRaLeiZD+6zzfFjMcxXGClfs5WNYscyTJQixx5HClXlq8kMGJiM0RHMdA1yJeyOI4jTwSrpnB2vxEpz5Fp3hLCxjnwelnvqnQ43IxvH3Dvg573YN9fUzjqIa1dYq376umfFSEzUIuctsr2vB6oLd+65/1NKO5OOMs03fIRlCoX5vjwrDdyVKk1juI5CYlwdtb1q2bN18ZAPYHzIVtZ8UwfOJ/O3JD2M3nc7Hdf6XiiuTx6dnEpwboq71kVHkmQBkmJLcvZFTh3/RAHh9J1djtiftpOO1sHSxLJRLwt8SuG5RyOiry0EKTPCDkax1mYYhqYVA+fNsZ2Mn37dMU/+CNbf/4RgJ8/tbn69ANbb18l+n5amFYkk34S4GACyC2xALCUY25xGegFcgM9GWbdv0TtSydvhTp7+xvAJV9yVj6+ZdAY6K0eUCbwBE4KEw+CfTL2PTaAZzCuN0WFuW60MZiXT6M8iLzeHGuhvMym/xNh1Pa9YdUBWAn5fHDb5CrXFKeqOyfkuw1JIbplYJhRTEvLHJnOKnsDzvb5aPMnFWAjmHNhpngm7yJKFmNhqFzfLrM3DI8Um7R/YyOy/YBIpZ5zWh/SoEfJTeL0kZU2b2SnpUwHQIqIEs7JhI67J8JA3eFxyUljGWgqH26d73Vlh+ulA/OkHwaawmlGEeNnrmkjOXNHvP+vC1lWz+t8ydX4cqKxahliF7csFCp2ZGccJh6zSfeiMETIflyfV7sdHjMX5IeO7nKj7HBjuOXKH3UNQfMzFC5j2mOYGfd89fDJmF8wMLJuegATk3Iyua4PS/PTLhK25qyNC/U+5bucMPj37znL5ThqVVjBs1Aa93wlmH9z2ni92bBTmZ01I3xsvRjk9jkc7tvPKKJKD3jMrfMZd+rkl3KQ0Sel3VkHUtZvNIUP7NuHWnPVLttqkaPM8sQHBDpLrBXgqrnOEXXWbmvm/iXvQ44MR+nkoTDf40KhwEOvia41ZhwBlRyygzUZp2s8kujqk2DW7cuYq3bZo8jHBL8N0vnyjSFrt8VZdG2q+J5j+j0xkR4+A4xdXe7V2y223v4w9vfTwvdKlXM2vQLzZuaXVdniTFE4syoTFD3VKTSVdtGpWtBWrXIIZtRPUTG/V9A1sx25DUOTrs9wFlTFKqR/Mm6KcFRk7IoS4e1rtDNik13pDDnsVpnjkg9WOPnQTJ9TixxlzFPT8zFOl4sZ27s+soNp2UMUOQLixnVSBLZvVhq56jVpSVUvXJU0zOoagVVfklwfh2cvdxJKDQ6Hw9h/wQq/cHYeDofkL3bgXN50+jwCj5cG+UaX1WqDw04FKh2pLaEoHg47rBTKkxFywsuTVYiUxSRrpK5kOMrVeOg1ObV/o0q/MLhRnCpCZ0U1sALQ08iiIz+H/ToLmKfRktyVKxGNFursyYasqzKRPE4iYkl8Lk6IP687v00SveBD6N7krsJzphqud2y/m4jrJ8FX+vY7mitVnYgYK5pQShOdKzXYq99yPVblqxHvD7HrojVuZ6qBrrr380RjOkH7Y6NS583thWjDHGM7vcjcS+SKS3ZFL2mORo6ZWSnKlhPN0n3kOf79Ed1nL7Lkl+CxL/6KrlLln5+hlcayVXbl/QPVWSd3YHvzwrnmYpNtdjjK7PBhZ9YVsKwCBPB5fcyKq8UcV9GWa/oAACAASURBVL0K5eFQRPPcArf3DMxnLi83+dwrsFIpiM8B+nc8JNq/NNrWGDbXXWN7WuuZh04Jq2+aMi+ce30+5pI971zWiTo7HPZZK/S4yokorENrTdcueVwuiOiZsD54uR5Nvi9xjfMMHzifylqXL1WdPash/d/nvBpfjxB0GQXenB+wAny+GHFvsOdFwD9znwUxx5JUPQys0qcpIuLm3IxaL4bpyR79QylyZq/X8bp21JrtrUAp/zZp+5H9mwT3aoRdG2F/WOhL+kFRQZd/NsE+N5ndTbIxTWj/jIbw9yRkr8iN6n4meR2K3fsn1MNFxoT0nTpJVVEHE3IyfeNT+wN//wV+94c/sfWjN0op7vvJMXNOpuwir+3FVpxoz0mnC3sUOW1BuT8knxUnIteqQd4mY93gXa7KlsXromRoa2aIZ7/O11yL+f6QvUuF03XRDidFM3Qabk4ueNeVCbU12orKVqMa27+pILb9ABJE+wRRKJMi9DmsQlIUpCiBSofDrmNc2FFNsSkRfR5vx6jC9ZTjao7f2JFISa6PwfOXu+SpAT4EyMxALaJvdu15CpgnyQe855IBJjfExS1r+1Ene/7IFh8nk/lffzjyC5RViJTFJGtkvjHkcF8o2kGG3k1xB867zgm7odEuqsxb7/Cpn9+EfmJGJATxJAVEX4q0DteNnOhOk3DVwZiRTFEI3ZvEO9lbklM0Ghx24Oxi007/jLp+XMxVz3mv7PAhs84DZjrcflWMd/8Oljb81ywuw/3490x8f+LXxXxjyOGmwtH6DteVA7b7DebQGBiCAyVuTCdpP7bgQCgWWT24E8rkXYvXm124NaNVslV2O3ec3e/b8jxXPWetdcKcOVdjx8yav1mw0x0Tp+LNBnF99sNAb8G8ye0/SsSQN2UnEgFcbO5IklKkHjVpupzTjpOeu1DATMkdJc02y9wy0POkWvkqa3bZyql8zbXQjSpzF4LDyF/ERU6d6nGagZW6OAQaO11ONM7NTo2HnmefzkXs0zG0DuHpWE1amVtXtJoVSbO27IzLQr0vZECqWnpTPGGummWOLruxzzQiop5HGgcL8SmtGh9N3TyfLZGvF/hcC+Zf9SFJmlyhzp6Ujj5QFXe1RV8b67RMGdEVgL5LR7vyPOPn9YwrXXOg7vBl6YC9oSC+H2gKp1bUYwJdO3JP8EQNWb89u0/efmT/JsDn2l2EXRsXfdrj6rjMnpnuiaHR3lHAfIaJ9tGJ7O5kYxpr/4yBqPe02h1CMcOXuzLb/aG5/hncFBV0s4+xe/+EevhN8Zj5gz6HpSwYBjc7uamkr0/oZHrF260/8/bbNz79dEX70ytPOlzc95NjKqlyCrSasNIJuoOc71tld+j/xcpBw45gyG8ucy0rvMYlH3dqfDYXtIUCvJZz2gtlsTguIsh/szBYwj5V/NJscuUrgS0ICvMJ+wew2mVMcsi49hNUNwnddMOUFg8HSaHO3uaFnaqE/Pk56Bqshm1eUsj5aJ7oZOM6Pmbd/gR4EXInMOoi6DfsZfl1uCdWOkPe3QuDK88FbQ22cirXt2W2I28nOQpG5WT6Fctq5BoZBUPly7KHCytbIr98jG5UzbF8BrIolTO3eZJMZyYQTk5bKCfsQ8+nDPs46lwRUxptV7pPAGL2prnqOa+LJwyqIn305viWN+eNxNePhyz5Rtcm4B1oCqc7KofdKoP775G3Fn7/ZOuiwEJd5k8p2QZR5JhOof2xUdrn9XGOa+rsNuDm2P3dm+MT9KoVnXHCl/K+ZOzGjBllaf5mye+XWdiZtMNRSCD7UX22ITtICqx0zt2HELNElOEfQRcwabocOI6qlU4H1tfhoMtuSehkLWUzMSeT0xdPypimcLQuO1s2eFOocXWisNKUCNMtZKu8r9S4XuqzzY7LgaQr5uLjGy+JSDxgvB7vYH4D/LQNQZVcPSjtU+7sm/xZXkSkSloVQ6XU1PxmBZo1Hg+C39vC0gxCkk3oUkVElyPTM5ZJuHnc7Zo0GVbGQvWctVaOq/VMshTSOPioEQqsyWcP2Q3eVGC7YVZ9tB28hoimW8q537mmcHTs5pkaaBoDTIL06gGvi+ucWsU6ChXK56M7G6a+ZpuYVv+8WOmMqbMBWO/fPjgv8a58zEcN8rnp7HMT2d1RGGEfHgXx76nAG9dBR5Z8+VaMmTRnJpGj0DGz9mlrTctmWT2o8GWiwzsNKE2putyrV7z9v//Dv65+hrdvR/9+AkwjkinfgDXg6oIp81VotHMt5jumdxCTGyDp5dlFXhfqz5x0NKS6iec0ISmJnG2oWdEmmsLReo3T9XCHQqDRnq2y24CBeixOZsNgqLQvN3gX3bX/LrwIufMg8nQxioQwy+pBh7lSybN5GNwcL5PvAuwzXyxyBpHV5ezrlEvyjSpctqJlz+5CKqsvGqbsLdQ7vGmtm8ZUn3bxgkcr0jhRJFMUJo9kerzricMMzDZi96Ys70wlZwvF4+ybcG9LiLnSJivrIpUrv1GGkz7ekB394pbXm+HW/yRcVK77T2VdjBjTJ113s2x1w7zHWVYP4Ew1yFeFA+p9N3y8XWM2k76ODrfs+xHc5+jIndEiaSUnc2T0tbl/bBK6ZriKPrgQVSDAD79O5uZQ2ir1advfSRHriTmZBHTFoknIinscC9LpVcmYsrjBPnuLxJiweEYGriwg4TRwKhf739dALXJ6523NYCBVjY1GEBF5VjL65LRAr6x4vguIUgviIdU1jXypxOD+1kzRnkFepKFyHeDQc3hPK6w0b6EiIns+J+RBdQjPz4PfrydKyIegMRIdjuC28jXCqhlx8uj6XFTOe32QDax8eCpV713rdyWbpsSWFdViGAwuTwIc0k+J594/D2a+zz1Xu/uFvacpYWxOpk/tNn/7+Zv51zd+/unv/PLbV4m/nxamlSo3La+yC8Y9XwvL5HMOueTHVlTIjxcl8sstzqbAdTEpH0liWBwOuRoPlQorwEq9zleLn6AYntuab0h517ISZobHhm0uIt80KI9e42OrzDt7byz7yQezVd6Zp2PvxjBCBiocZZiMEyMUgnRa3EfhLKOM+P7Gvf4Fyh3YcuLO4e+EEn7bsBxMhpOD3lZOeDywlMYs+TI89OIU0zs+FndgX+T4663lEcguX7qszgjZKm9uj91z29DQb0fnv5qJLEqVenar8qlzia2uc2rk5Q2xuUMmhSmzfmM3x3zhlmtrDhsq102Z9y3Z3jRXPYBjVUTc7EtCl+h6iWPKy4cRCI12psiNJr1s456vlU0xD7NV3nPsWpd0tUjrdrz5MPL9p7Quho7pVNofdcwTorTPm9YJN6qIYnIM0/h39oaWNH8N9JNWbNUoN0Z9phjZj33PyeDSVySemJXO0M/JVukE6zYutPiQsfaPcVFgrR/HTxiyJxp95g7qrHXCda2RYfHe9M9hJ2PycsLKpiv/jLZ9INlMzjlkXPKlNw5JeJ/H5U3yMieazKfl4nO6ID8csr3Y9+8bhspZxnLKLTHwcWP2mStXEBFxEdwmnn7oiKgbvUUAJ5KBrrnb0ZXReVNEaneBNxtZ6VkyUmEdEfYxv98VPJTW/hU6/wQ1hlNRz/NOslV2TbkTXFN+fT2a58wiV8+F/yZubdAu+Gymvc9Vu8586FQ8uqP7QPKmWKRtjXk2C4uwsOz1WE+mq3+9FxcPNMHH5Ud4+/H9m9GeEIkeVzuq02dN5YOtD0/PvghEYrs7bEyT9G/0MY1/Tz2+nDhjxsg2xATw7tOGeRjgwuj7MEyQLvd2bY1PP13xl7/+AgjOpe0ff0j8/bQwc06mCDjecDMMFCuaoskZfXarVbbLRU5zGUDk/b8vF2itF5nvH/BobqxHyqIIQW6uc7bUZxtxekBnyFbjHJQdJ1WsUGBh+YDtxvTCLSdGaOlojXazCYvm6YQZ3eQKdU1SZrp3F14C1VD5YG6M3kgVXTlmXoo8masG3ye4QkwyPN4Bldmc2OYPlvlgpcgUKpT7VtUz74mllY7oPk2b5Pr8S5A7L0IrzBVYC71IGgsr19/iQig533+t9znsX3KWyaAHhsLf87V3yxsz2kRXBA9JUrl4ubIaLUvzsWtk1lUu/CggxWG1ey4IE61y44U67yesBjM1uE6iIxT9xJFM7vFsZcxS00M5wk1EFQiEnfxmWe3Kc1ik+9hrZDZqb5KVbBHmfnp3YHLqjHC90WfuvMNKbp3PzXWOEpY1frzY4WjdFIhChbJ00pdvnDOQ1qWFirR/yPtQ051aGJwKP979w9dF+d017RRxf8RIyJhOo/1RxlyKNrZ/hxSBnEHaT0Q009E6lIf+xqLGbLV7Loi/ez2EHB6wcmvF4SfYy0aWoxjZT9Dnm6JJ3p1pEh0Ja92yyu5wUTzLscq70ojrk3bB555UOaw/ysUyAtJqQ+BzNGVL5LMJLZqQvXbBm/1banA4NNc6u4LZJnomw1m9zutazS5z7+wXQgaio99NLqVCne0SIjMjKbR75verkC0FVE4LSZcryR1xU0S4+ym9uGyJfLXEYXVTyIVFG1Fx0rduijmulju+fgzUHb6Uz91p4tZ3932QUvXmlwojPDxOanflgPxlkSP7sMMdLes8u1W1M0PLTPu2n3mkjAWxb+WVDK2mO6V8jrhUz1EimQIfWhDZB9gJ8VgG71px7n7IZLp28Jo9t3HA6x1TNgoVyvUKrVrO1o+i20/QvxHXz3i7th+5ZqNkRORiBz7kMkI2ChXKUlGdSfa5yexu57mjxjTW/hlLt4mTowJvNhf5uJMRaX6uMYuTo8n18NXugSD+tu7trVgzxj4MkPn3v//9nNhgRsZvfvObqTiYdAVaMHE++38bnAkfJHDx+emv49LokhIBepQCXcmgRxENWhU9JjRW2xmY74ek7KWYKXQlw/VSQqVDlqPQ0G9H6SuzbkaHeMPgzcU8zDkaVvaZcE6mVFZ/LQhWhP3Ev5KR4pIjS1Fwr6VBof3hGIWc9/sheaGGeOhqkZZrPEy+nECOlP9eTHPMAdAUzu73pxDlIgz5rTHSBKb+TDOEK50uYbqRjYj073AeQo125tjjJA5sPFwvS/K7AA6boLXPvW7JTkNZpwvXGz8HpAhbh0HlcotWDef7xBxWGm0FtkLfRQJOJk3l7LjGA0EyGDW2cVxhzjN637E7NVMaF0PlLNeyD7fiYd3Deh9Oer//OeJkyVOYZ6Sqz4YgM09QmEZ+9uQcnJK8VOqs3dbMtMV9BnEcskAix/ILxEtaP18KpjWmN8UinD8fmdPVItecB863UZ75xTuZfv/7308nksmA9g58Xk4dTS8fGrpWig4zNAwG2exki6wGZxewm8pLCvARfSdDKqspUqR4vgg1cCdt64krzKX4L8Q09tIUKVKkmCLkaP6n3BflfixU6mz7nM+j48U7maYVyZQiRYoUKVKkSJEiRYoUKVKkSJFifIxN/P1cMC4nU4oUKVKkSJEiRYoUKVKkSJEiRYrp4cU7mZ6K9DtFMAaGRX4rqk20xy4gIK4ftWqGgGDBj7tWV75ntYUUs8WY8mKonAVWJoy9kBsloFKioXImVVCMr/ySyuqvCmaloPHWLQGrys74a6eAqLqpSNUEJZm1KikmrvomP5P429220+9Jnj05DKkKi2d+aEpkFVMbmuJ7Bs8P0BMMj7PnWV0TYzvp+4uGWSEtsEJT1DMFwaoaM+p11j2l6zSVs6LCjVp0VX46U1Xao7Q/hXnkaXBCfSQcuhJdNTcak+g54df7534cTBmQn2Pq72AcTFPOZZjPO4s9Va4WF9d+zFoxjmzpyjj6zKwxqZz725rt+jpDhL7zEcdIU0KqasPI8j22HhzauZf9jhJhQhs1pHrd6Gv3CPecxGYxVM488iRXhDxTDXeFyKIKTFBd7rngKavLpXBX2RCQOBsKdXdpaU2hTSOGbNKNoPK0upKhdRtHOFbhfbVPO5OTGPfdWOkMOURDZzbV4VJME0GyFgCrgksQAsgp9RNBPi8qwgWVgg+7NsvqPpxlFN57iTyXFyW5lMoEhyKV1V8FJPLZh0A5TEDKbahcm2WgR1knQyGVZR+oO1w1e1yxyOHmHQ9UKCfhD9OAinim9uKQrVKJrX6dr7kaLWVTzAup32HErJHzK/IZAkhljUs+2IUjDAa3BdasSi2lBoc5ochHFZbQLwRBfx7CiYMLdfZKfoLj0D0PGFy2eF2vMz/GoyaBTbpZqbN2qUHVIZSf3++zdpujlWmGvoug97DSGXJY0tA1g5tj+fkqlDvQksfG8z7yjU3amSKDfpfV0gbbuUU+nmxyOHR+M1CLnFaWyWtAnMhNYx4FohBQEj4OMYUeTCyUNybirgjSc4IQWgQgcJx6ojqlhND5aVzypQcLFXg0YC4r5ofYm56GiXZSOXfDS3gtsLA0mkCMvIaZFaOj+xcjl8ugm1wprmcNKYqz0ukzf6mh360H9DWAUy2KND2iz+NwsyWV8yT3Tz6XvZW3RsEUCmmEjO/Deia4T6657B1naT06AApl8hFDurKZTIkYXLag7q/AORlGeUcJ9fuQ+8hjFDVHVzp95o+j7yPPsURFV0JtDrfsBLV11QrZVwpLM9AfJrRZslV2NxWOMhf2c80vFVjpdO2qfx83zQqRmsLZ/QbwK3AypQ6mp0SW1e6QVftvUZkjeNETJUQ/F5YCy/uGTmZ5IS7UWVuucdUssNZZtJUhG4bKWe6O98N98wNRMnXL0z935ZBSarS/CHhlbQowVK7psGvuw1YJXVcVOKuyW5Axnq3yvlIUERVxm7OhoVNy5kYqq78iOAqS3+Bxvlvp7DMfKStmWW6Idpa6EFL90P5blJy2YFU91JV1qHSi5SlAOf7sVYyb7vblfnvHwlui2l91z+p/fIUsoRRbjrg+j71l976TrbLbuaMd1oBn7ltlul3PfrEZUDEpy2q3D8UcjwdDtnKC7F82Aj62yrzrVnlUVQajlrKPgG+PbNa4Aq5C5OTBVzJdIN/osNIUFbDyF+IdbKFwlIHysMFqyVxnzTVKHhvxzrwoka9cmHKdZS6bZWtT4UzNifdvqHxolRNU3pnWPJoijHu+AisH47/HRI6JMIMT91jMVbscujhhg+fLQC1yeneQuOKXflIznc5VuwLcdROg6XNU2Ri5olgyTEvO3W0e2+W/Xc/TC1hnY54reYWzIAQ7PB6sUuoQULFpUeg+msLR+gl61Vzvs1V2hxuuKm0DtchHsqxWswxUxwC07x2kn3vXPhtizj0exFUhjH42FxLK+fQxhlPMWv8mhXd8QysCJq36aK1HiuuzQBvKNd5hDjONj7UeD8TrHLN9RwRWZY6EOZYybD1DUzhav/W/99KQVc9YR66Xnvno/e1ALXLq3d/CZMds69EOlFjkYyZoTvQ4zXhexjTW20lsFoBSg3JdHckB9uKdTGkk0wuAbVDLRrQbwcqTvOCaSmYz5mTBPLm/Mf8caBr6xTpXkl7x2Z68BRbqB+xWp68opZgxEp6+hW9aBjc7d7w3qziIDRrW+udwu2w7L/WTFm/Ou6EGRr7Rla53NniX4d3McFWosLJ8z7xcrSGV1RcOv1L90LpkULXecVAp7nDoimVEe2XWXx48HI6z0laG9u85y9Ucp4xtQHocRBCgyIx3kqsrGa5HvCYxDJUPslJcKLBAj8+BxnDTLnvuKIFhc19yLB8vsdeNmmsVURFSu4OlDftTXTlm3lwv5jbgTNFGrDYZ/LxWxMJCpQJN3CeRgUaLaSCW63ytrXPUlGWwxFanwtGxyvwywD0391DuNMibMvu13mfXfKyBWuSotkw50BAVyDc835UabN8XOSrCQm+Z98NGhJNmSvMoyZ4gG/MeBO0Vg8sWD0REHVQ6lKPv6HGums8SYjAIh9Qoc67E1lAydsz3lK92ObSeQf48qAlNodWEhfq++b3l7K5QHm6iJzR8J8bU5dx5vtNaz2Mgj7KmThPew6QgiDScsIOCa3Wf/BNFl8XDM/7ed6YpHK3jkUXzXXibipvPYXM5iTFuyhoep4lrL4huYUpI7lgSP78QciGtR6eZmvnMsg2V3EE4UI+hM+Qw4ne6kkHfDGhrFu9oFN0+IlLKisScm/JUebwbK9xKgobehIX6BnP0SeIAFbrchLc1MZHNAuSr7sp37oNH5/8LdXGAPoGT6Rs/f/qJf/z9n/wC/O4P/8vaj2955fvdz/ztL3/ln3/4E3/+8YfxbxeCqTmYDDjLwUMF12mrLfCVDntLxwGb1RNj1v2La98bsluo8857/fESe2FKZtyC4lPuPCdRcRvK/TGPVgifJzpkoBb5uChd+9RjmRC6kuE6NgQ74v6MeSLx3MYnMoXB3LwDYaArJ3DeAKXIzf4Bj60ye8Mqcxi200dEOxyw6729XQbZ4Ebts1otOU5SQ0Q2WIalKyoqDi9QVseWRfv6Iq2mXbvVc/I6ef/GRoL2dcWbfiFkznUCFZNmI+CO4BjfmAs6SZYMlFqOo5aIBn0I6Pd3MSSngWyV3aGk6GgKZ/fnHCZ897qyA+dd8oaG3r/n2p77OPvVOXzIZHgI3F/6PLIkIgfub50UEE1B3+yyZXUjILx84uc1VM6adxDgDAJHcVzp9MVp46JnrHBH1oi0gZppCJjyXi9w2rpkYLY7Vz1gpbaOrnmewbN3e500j3c96MEDvUjDeGrzKCwiI6af4RAn/LKO4TJC+wpH6+u0gIV6kvZARH3B5+YFesMbmSqMDznFNRQhqVJBKXKYziKCUhUNlTMrNdF07KHumM5u4XScPjdICKYs5/LvqHSmtjcEp3DGwLWOREX8iHlgOaKCoz29cOvEK50R+zZD6Cc1Hgp1tiOHPiJKPXDeh0e7BkdamuhLDq++mS5ezZq6ldA7Hu/EPi8OG5I+5Yjw7l92WplwQEZhcH/rjIm1V8XqFxHQFD5w7kT0gt8xaKgMghxMdven+I4gYB2PiG4OfUeWI2d/ouh/b/DDQC3SasJKJ2I+Sg7MYKf+hdjvqlmgLz7rh63nmDro2I9g9mlCm8XaQwsFFiizLb3vFSkazJpHIhK8D2THdzJ9+3TFP/gjW3/+EYCfP7W5+vQDW29lN9M3PrX/wW//9L/87v+Ne6doTCuSST8JcDAB5JZYAFjKMbe4DPSmmFc8Bcy6fwnafx1m3PVqnF50OJRPhG1hNxEaqisgKwmzCM124RmM5U1RsUOfw5BvDEO/j7zeHOuBWuTDjPo/EUZtv1fzh5R6sBLy+eC2yVWuKZTUnRPyXdkJesvAMKOYlpY5Mp1VtnGS7fPR5k8qwEZpyrnsCfBM3kWULMbCULm+XWZvGB4pNmn/xkaC9r3pX24UWOuU+bJe47RIpCLojmDSwrm5fKkd3ogH9ym5tXa6nGPmSbIl42QxU4IKvIk6FUzMRVKJjHiZBVyOnjgYKtfNHg/WSR3w3pz7tkFn7le7w6pJrrrudkwY93w1OQxkssyWmV7kfncF1urLtDLFsThMwiF4sdo7l+i28a3xsQZr/SGrWYOb4+ArLbl1n2RKp6naBfRa6H0rRifHfAGuLjT3XLf3btMhbo6PNRYrnSFlilwvHbDNDkcZ615uuZ3WPAqE5UQpFFjoAYUen9eLsemYIKVY3d4zoMQcpuOsUBcpBNkGhx1G5rPJ79dZaNZ8jjdxvwJr+wn0HJ+h6k7beJTegS23vmY12pJhs1DeAEnfGtfhPOnBgxvjyzkAG8mdz0kxrcMMn7PTl2JjMLiFhXIcsY0zn0S6XHJMmsrp1sudqDrHCVqhPPTO2YAUzO+i31fZ7cNZrshjBagckMdAXyzDeoZ2p8/8LbzenJUyF8E75I34CXTcGOitHiwf+NfAsMN637vzOPMvNtltBDyvzPWUrX5//XZCiIMLYvitEiLmkGJucdlvixTq7IWsEY8gdEtAnjOrAU5ypN8dRnwbi0ltFmuvN7mWLPl7vOvxuRYcyURlE5ggkunV262YkE/4+W9X/OePW/z46hP/GvdGMfheqXKOEuuQmdlKfKUCzabYrAsVyrKRr6m0j2t87olrV+oHbFVLOARuFVZo8rknCDav15s8yG0YGu2ddfN6WKjU2W74Fa2g/sm4KcIVsNdlLK93aPv9O75i7v6GwQBByGp7ZL2cHTDy6f7IeboAy+MTp8WN5aQIbF8+mcyELGhRkUhJro/Dc5c1GTHOyWg4J2e6UmRw3pWMpz6PAJcGq2ZY6eoiHF1sSuNoGfNRHGQj4KXJKkTKYpJ1UVZuTy15LdQ57FobrcGNIoiqARYKdd53qz6H1tPKYsCJtLW2yfPRo4DEcRWBd96OmNrhUYoczpI6a7eCKPf9XY7rS0Nwd1y2eCiU/afNpQaH1sFqiCPAcVR4HF4u52MUqWfA/gAJlW7Rtt6Cr2RM55kH3usk49w6scub7+p1UMpASTgSzu4NKIkB0k9qPDSd8PKFQpHPyx0X0bUXq1H648hwG2mfTbl8yJkDII1doJPdks1CnbVKjys6HDYQFQNNRfxwKH4nUljk9TK8V492dIkjK4N7eL1YYq5U4nDDc8BkYzrzyA/LiVJg7fyAx9wx8+d93uzkuMpleIzaG82UTCoVVprivlYKl0hzMFFqUK40adVyHN0lNJSzVbbrLU5tIn35fp34tIlIIlo3l4ePQ82eD86Yr5jcXNf0eVw8p9zpky+5n8PXTkQa7UQHDy5MJueJSHuDOJlMPH3GQp/HHjz0chzVolIogyOZ/AYgvkyDaAfvqJxM7jFfqPf9Dr6J9LYpwOTqO1pvslDPAVnypSr5PpzlciLCZMa+Ln8miCcFVFM4CjsgOB/61wdN4ex+P5JXK1h3KLFlXSL3w2k4gBf0+yDQ+SnrBBFOSflaW4+yuJsuFY5qUsPrQWmpnrlW2qfc2SdfcoX2SGnPo8n0fKnBdr3IqaLN3rFqY8o2iwl5/XBFMkmYkJPpG5/aH/j7L/C7P/yJ+SBNpQAAIABJREFUrR+dKKZvn9oi0ukH4Ntkd4nCzDmZsou8tg0Mcbpt5XjOVbvsUeS0BeX+kHxWKK7XquGcUJU2eJer2iH0upKhrckVelrM94fsXSqcrot2OCmia5Avwc3JBe+6Ug63odFWVLYa1dj+TQUx7esXTbi95cjazAt19oZDocQU73nX3eBRwzNBoyAZJBV3FJS9gcU6qfo83o5Rhespx9I0fsaOREpyfQyeu6zBBBWqAmRmoBbd6S1gRikc8J5LBojf6xe3rO1HbSJ+I9qX32z+1+/0e4GyCpGymGRdzDeGHO4LUvXdrt8CvymKlCZbATY02kWVeesdPvXz45yW+R1CGWf9kpUIy2Cu5ThjBgZMmOPP/HwF4Hwo0j+1Cq31E/TqJnqtx0L9fERF0kljORzGPUdwOsQkxN82jEu+LB+w28jZYeBOOxfkQ/YJ99zfYLu/yGPfURytFEmBCmXpGb2GmZXKqmsa+VIJXVGgYR0ShZG8jomACJaRYMlCZ2imSFTt9+LlihF8RMvOBxaXVyW46Xkz/F5XvA4/U5EPCLWHWc0j2YnSZTWrmSTwDnH71XpGpGH5rrecUxXKjQb5RoMte25ZaQ5uCAeUaaQkiMqYq56z1hJ9oNOB9Vqiao9+7kr3syaPCCmxNezzzsialeQAcqae5n++sQ76JsGkck7IWPm4eEZcb2Qk4Y6JeB9+xx24Jpd2wWcKrFTg823UQVRwJNP8fp/DoCiVGSJYPp8ZzCjlB9nJm63yvlKj1WyKtOBnmTaetXUQ2Zl3ug5UNtGVXLhu3Ismx9dPajxUOkI3sFPQSmyd33NWVH1r9qzh57E7Zt6MaH0o1NkLXeM0BrcFqJRZu62JA2MZGw0Oq2b0bVLib+3EXV1VhieIIqljem6jzELtmJvNe/FMsVfAVCod2pjEZiFi7XOvaYfD4aROple83fozb79949NPV7Q/vbLT5b795xd++edf+cs/nV+3f7vtSaebHFNJlVMwQ4uD7iCFgFJlNyBlduWgYXsG85vLXN9LXxqXfNypOdEhBXi9KX1fKIvNbRGRi5+FwRIiD95Q+dJsctX059jnG5ZhGt8/gNUuYxLZRbcvn1oJZdu7GGWZv1e4yTViNnHPaWahzt7mhZ2qhPz5OegarIaeQvrTGZIh2ViOj1m3PwFegKxZGPWEUaQRyJ/IC6yzKK50hry7b/F6s0ueC9oabOVUrm8DojxckIzoUTmZfsWyGrkuRsFQheNAHrNsifzyMbphhW4/vSy6FCHXphsQlu1KH5iWouDtsv9EzXbkeE/aSvusFXLmCXiQ4ZywpHAkP8kMn9WEftLizb4VcXhCWys51fM6QREVQXPfTPE7UcgPh2xZHE+xzjPAMGxFVqwZJbb2lzhTNPKNEoPLFq8700yTI4KPx41A5bDU4HC4aUYteWHJrbwXCydToqgQAMNgPsHppoypzyO7jbD0CMnRVAuKEgknZw7l+FjaZ3fYMA9B1jm6jTsIk51d64w+V0J4fYIixwlzEmWnToo7VUwi52Ho3/EArIyVWi3S13Dxo4S/t3DuGUG8//V+n91qP5QPT79oitTMpRafb0frqeXwdoxnaCuwNfPIiQQV5ryIOjSOokQIJZWOvp3FE1Uut2hZqbOoXDdFavOV/dl04DsYDYieewh4Fuu5ZX3X15Zr7IKi0hJEQRsq17f14EIX2Sq752q0o2kG7yi4LauaYo4P6kbI85RY7ZZYxeCmGEGlkYAiwGkyIFIpoHLdSMVOsou8pseX+3PHme5qc9Y8mRPYLGDrETdqzqxkaUYx1+vML1ZdtvmETiYTr17x9v/+D/+6+hnevgXghx//jEnXBN8+0f7p1dQdTDCdSKZ8A9aAqwum/EI12rkW850+h2Ykz0g509lFXhfqgSf9zxGPdzC/4f98rrrJY1FlELBIuRZNmdBuvcbperhDIXACZKvsNgS3wevNbnhHDZX25YaboPy/HS9M1oCYk8So/Ossqwcd5kpe4lWDm+Nl8l2AfeaLRc4gsrqcfZ1ySb5RhctWtOzZXUhl9VcBWQbNU0JdydDKZbiSy9UGhWGbiC89bCIstcM+nQxzDLkNT2GUZVk9qHC13gwhGo4gYxUPPqESlJRvJKoJDzF/qUFeKdK+gK9LfTeZqY0sq+cd5ryleQG8FdIC4HtXZnUxse8t8XVHZdBd5HXzAr2RY9Cy1pNpI2p9iyp64L5+7sSKJoN25tghIK10zKqEd4Ls1OTAEb8PQcLTzcB5MIV55DZwK5T7S1x7jRz77wJr/SGHfXHfVqYZHnVi8zrV2Y453IhOP3I16pmrTVqZgHLboc+H0JcO7kQEfKiDykx5StKlCPijbsbkNxkZk8q5G1bFqbEiVYxLvvTg9cGkD21wc9zkodekvWidbHsqKPYV8+C7yvx9JE2y2aTskMuYDnaNj7VlyuZhydamwpmam3EKYJiDdsyIsRFJpeMgiJsLrPWr5LNVyndF9L7GzbEZyVMtkafI6Y5K/ny0tsMQviZ41qsETmafQ96TVifsqVHmplVpNaL6Z7bKdrkYzok31XeUkLeqZ6Yn74/StgMrSvf9WFNBo23uB+OknT3KKaXS57OqhheMMWwW1+VWxXjB03R6d8Be/ZiPixtwrKCXHFke28n0qd3mP39c48cfXgHf+Pmnv/PLb/80bnNjY1qpcjMJBTTu+VpY5l3OdDBpKh9bPThI2oA4vT9TFycuXT4pN0k8zFOe4K/Il+84Laq+xSh0AY5JifOVnbah8bFV5p09Z8p+hSJb5R0WSWbsgwXcG05rUB6OkeYUC4eQd6AqfKjBdmT552ld/5JkTULEBhcJy8EkKWcrlQocNEzDOku+DFe1uI3ojo/Fllm23OBmJKPypcvqjJCt8ua2yI0hkRMaGvptmXcjbsAzl8WAU658Y8jhpukoDziN9CI+xSApJ1OWfLnOnMRdFUbC66QeF1hIFHkxXQzUHa56BdbOx9WoLOXYPXDzS9Cq9VjpRLSbLbmib0cpLOF/VwY3xWVTMVzkde+CRzaYrywxT59BOTjyZXJy5B5XYafEJsKKHsjXC1hOyAJrObnClwg9lJ85tNKYVeTDMxeSRDIBk88jeR2XHJ95O+UqxOjJivvqSobr23t0PAcPcuTUVOaH24hy+ioMTuudBkfnBBjwmkIgkbIH0bIQj1GihaZL/D2pnLv71UpScSqkvL1+IuTg/aQH0dqJu9ADIN5tB4oXcKlwVmva5OsDV2aEY9zlZSfFjqCpQJpvuiLk3eGWafD+IsOZ+tRcUwlRavg58ibA40mRq6bgjLPWgHzjnEExxxVOCpZcdcsPD53H2JFh1rszo2iVDK1Mc8K0VA02O6w017nKFSGBg8eutBrTslVh9KNWdfdvyu8o/nDLAyM6PN7tHC/wBoRTpNZjpRP/3H5IzuDzqP3AlBP8etV8SBrvdURlUUFLce6pbjzuOjuBzZJb4vXFCWetJbaHDVCLHJlphgP1GHGIt8RZpsjAlL+xnUxv19b49NMVf/nrL4DgZNr+8Qff737+21/4q5kyN4t0uZlzMkXAOdUUJwdbWKdxTZMrwPQAm8rcQqXO+3LBDNE84NFUio6URQ43geY6Z0t9thGTg86QrcY5KDtO2lihwMLyAduN0ncnYwuEpnKTq7Ka7fOI3wjUlQxXt3X2ug3B05KpkegUrHfHIyGGYQRJpq4cm5NHYK4avBBMkjv+eAdUZmO05w+W+WApVYUK5b7lIPKGIVtRDZ5KPRNcn3/ushaE0FDdAmuhF0ljYXGIaQpHF5vmhinxzfQvOctk0IM2f+Oer71bm28l6YZt4eXKarQszceui1mHbwU4st6fpLStds+5UYoceYi/n60cAkGncN+bPDZMhmwE8jY5JeNn3V85EkhW9keDYXN2OXLt5oiyeIGCKzhJFbUScUoZDAw5tci5/yqXfGGJbcCVYtmogqYxFzKW80uFUR/agxlFMo2FHPOFeD6h5BhjHk3I4RNEVm1HWScqVBINb5qL/3kkYtbMuts4ijVmo6IgphPJNArym5XkqdGxmDySyRV9WOkEyFGPR1FtWyAgpc4pXe4d5xgHny8tyIyCCKzeV2Lr4MIsFR7FOyP93sujZt9G8fNNIiobXudO0KuzTWN+jpjf7wYeaOcP+uRLQQUJAmD0mTvvsJJb53NznaORoobw7D/SvG0M2VsqcmrN+7EcWCXyJUTKN4Y4bA7viEPqbvE8GQZz2bAHKbHV7zOYsSoTzFMWB9N5FIAgnr+jnlh/R3LmxaVxm3i4MxcSM+qRymKsXLmKp4S888e7Hg9N97wdS4eY0Gahf8fn2yX2uhvoxQxfygG8b1mrimOG1Yk4mV694u2PW7z9MfpnrrS5GeCpHEwQZPz5T+P8v6k6f7s2iJJ0rXxNlnwjeHEcBeNzk8SgtAHmxF3pDJ0JZdzztVeDAylSqdplD5XHqr9KlAu5JRaoRW/eAZuwrmTQN4e+jdWGcc/XRA8VDb0Ja/0pNBSAuVKD3cBKBeE8EdO7/pnLmhdxlUoMlbOMuaFX5LKv8liYBLPLHcqsc5QBsflb31fZHS4KDpOwSlWawlHOPIVKuAm/bFmNkaUE62L8aVWW1UaX1ecsiyHpQU9flchb5Qd8jlWX0Sze5zu1yIfWJXrU+uxSkgusJcx2cxl6ExntTkTK3ElGSgOU56wVIau5uIeEwul3Rvh4Liod9pZ2OMpYXo4CCwWRNisUy6xwghYzHPWEwoladIpfBEJSTA2VDzV4059ERmYUyWR+okupaQKO/IiqTDKyrHaDJ+rjXU/wTUbhOc4jQ0W/LbDSSRCFFQNnLJMYpNLaapHG78d1YPaRTIlhqJyt304o2zLGl3P3vA5zxJXIV6DlMW7dRqiGfrfMQuUgQBZG5WSS3q8k9yvy35710VcivVAPJQF/vOsBKmd3m+wGTcnsBm8qxFSzlQ+Rkq/xiYqyRL3LiSKDxkWWOd/hobPHLdT77ndrRsHmzf3ytNbjakcNLTABQenwwTJj2Yri91KK+1jjkoVLZ09aKPu/X+26iSbn+icc5ZwDKN/zBFYGnS5GjuSyqsb54Hm+WJ6+YLhlOvra+aUCyO8tppCD3LZ/r8sxX4AraV1yRWCOq0NMYLMAwubKqZxldnjTH7p5U4PuA2T+/e9/Pyf64ZHx+9//fjqOJgPaO/B5mYmN7BRPAQ1dK0Xn2hthJZRHug1nFwRv4Cn+++AhzUuGVFZTpEiRIkWKFClSpEjxnTCWzTI+XryT6Te/+c2TRTKlSJEiRYoUKVKkSJEiRYoUKVKkEPg/T92BSTEuJ1OKFClSpEiRIkWKFClSpEiRIkWK6eHFO5mekpMphRu6kuFMjWKbiyOjkyH4NKLbC7/PTTH+Wl3JcKRoY7Sf4vlhTHkxVM4yRW5GFjODG0V1iDbl9orO50nmRCqrvyJoCkdjr1sCupLhKJOhPcnrNlTOgtrQFI4ySniVMKcBwTkU9ltN4WiseTMJ3PuHa05oCkfFgPkYhSm8K7Mhwf1k/SuqDMy2XZ9NeJdkfQh4J1ZfnmL9iJU3DT1BtwaG56HC5HsqMGU/Yrx0JcE71RRXGwO16JaJwH9J5maKFClSpEjx/DE+8fczwVNWl0vhRYE3GxITmF15zvqgz8dcTlScSpgO+nrRzyymKxlasSW3K7yv9mlncqHVClY6Qw7R0HlB5d3/a+GvOBSImlXpLAABBIr6SY3XZpWrSOJK37VZVvfhLKOY5YQlLMsVJTxzIrjxVFZ/DZCIXB8C5TCqCpQJs5TtyNVPPBhctiCgDf1CkD3Gy1Cfx55ENmmRocqktIUy+dgSyQnIYIMQRHZqXPIhJ+brVslgcFtg7dz8jU1ImTG/T9iPSodtLtGJKUYRgYF6wXx/yKE1FobK2clmdFECwF+lMQpxFcSsdtxEySudDlik2k2ZlNRq1hnnsDESbcT1M5gU1SVvIQTfFOrsleS9PGitd7c/uGzxuh5OgDwWrAqjDcF0vLCUs/u8Uqnwuentu7uyqZu01qwiRtOpQBVaJdSRg5XOJrqikf/uBMgpUqRIkSLFdPHinUypg+mJ4VUcm5aCW2Ctfw47CnrXVI61Cz5XOmaZeDf8FRhMyFU/CnXWlmtcNQusdRZ5NJDKSmMaQne8H+6bH3irYGm0i/e881RWSo32l4BsgopkI8JQuabDrimPoiIV6EqRwb5TCepsB7aDlP5slfeVooiuiK2CrqFTcozyVFZ/RXCMYn+VEOe7lc4+85GyYnCzY1Zui3KWuiA5H1yV3wDkNiqUh5vot3XeJSGC1y74TIE1y0FqlfU+GK0qnDWnLIiKS14HklMxLqrqi9tx1uext+x2cmWr7HbuaMf2wyx9bjsFSuKZwpwgyO/V7xhaqHd4c6lB1XymPgkqgllIUO3GXCtCvpTka8gWplPEdMTdFHNcWTKiyd/5W7LHyF6bLKeWRhvZieJ9X+LvoH7L66uvGqjt1PF2Jstqtw9Wie2cICp1xkjjY6vMu26VR1VlUBq3UqEb+kUTmrfc7J+7PyvUedeostVw+q4rGa6Xoqrfmeu5OSflClRBus5Cvc+h1VbqX0qRIkWKFL8CvHgnUxrJ9MSQFEeXcW6hu0nbPJnTL25Z2w+2cOZ8p3xeQ8BUmJsx0QCVTfLAjfnnQNPQL9a5kmyHz/bpY4GF+gG71VSre3GIMAhlhJdENbjZueN9VwidUPwRjtHbZdt5qZ+0eHPeDTVi8o2udL1jOLgiBpoZrgoVVpbvmW9IBlEqqy8cfofDQ+uSQdV6x9b3ycrm6orkLHC9ZrH2fSnHlHS3y8YGOSgBTaHVa0oyZcG7phrcHAvj2nLi6BdCKD97Sn3LkRwzLTlvqHyo9XiwHGeFAgv0+BxYur0p+liIi3YNgO8ac+ztvx1n8EAt8nHRKXHvjgSquUp1j1yaOSGEzMjytclafZ85NAbqsSlP5rst7bPXb/B4OZ5jxvvu3eXIC6y5fh22vkrO++Ml9rpRg1IRFTi1O1jakJ75mHlzTZ7bgDNFm0qlnPx+nYVmjce+VeL9Er0JC/UN5gKjqxwnbqjsS6WcLbh0HXMfe6jtcLORvLR2itlhoBb5wPns1rIUKVKk+C/BBE6mb/z86Sf+8fd/8gvwuz/8L2s/vuWV/fUn2h/+zi/27//An/78Iz9M0NkgTM3BZMBZDh4quE5ebWO20mFv6ZjTWm+2yvSomHX/xm3fLsFeYmtToa3e8/W2zLb3sjhngVexpUlLNiyC0ipk3B/zuGmdYruNL2EkSNc+17H0IP4UNeb+jGkQPrfxiTQiTSdlIAx05QTOG6AUudk/4LFVZm9YFcaE/TOVaw7Y9d7elm2DG7XParXkGA6e8qCBjtcwvEBZHVsW7euLtJqW5VZgpdNNZow/g+fXlXU+uxw0QuZkx0syR4c7EmpiZ4R2wdfyPqhFju4OzPVRo32xyeFwE10rCePdUGlfbrDlHTPtxDSmW+hGlVWcFD77+TWFo+Ol0Z0448JrrGsKZ/fnTvRHDAJTweS9pdLhcHPSTgY5Ew1uiifMhb5Td3pbOCqBn+YbfdZuc5Ft+JxDALVaSH/DMUokk67swHmXvKGh9++5ttdXHNk5hw+ZDA+Be3ifR5bIA4P7WydtXlPQN7tsWX3OVtndVDjKXMSnosbBlLGBIdKSuVvk3XBoy7ccSTveuheVHinJQWCqqDdKERKl384YoRHohTqH3Wrs90G4KRbh3COXkc9vcKPscGXuIwuVCtwusWu2f1PM+FIvV+rn/nUPAI2PtWW2h55o1Ij2Z45J9banQtg76y9x7f28UKF83hCHGkE2gfy9aBxd2bF1h4VKnfdLLfTFhPpDcIef9j1PDI12cZ3PPYiW8VHwfcZkUj1yapBkVo4MBv9BUVCfhZ4x2r76a8fYTqZvn674B39k688/AvDzpzZXn35g6+0r50d/+BN//vGHCbsYjWlFMuknAQ4mgNwSCwBLOeYWl4FeIE/Qk2HW/YtqP2gTacrKrqkElPaZP87BwdBvkHhD6D2wlZQ4Z9I08JRjaeKmqDDXjVYc841wTpXI682xFid1s+n/RBi1/Z6bEyMIKyGfD26bXOWarHT6zO+ckO82JNm8ZWCYUUxLyxyZzip7k8n2+WjzJxVgo/T9N5Rn8i6iZDEWhsr17TJ7w/BIsUn7NzYStO9NBXOjwFqnzJf1GqdFIp0x7ggmLZyb6/9v7+19G0ey9eFHP2Dy3oU/gk3m3qUMyJaBvhcbkXA3xthEcmIYhlInC9KAAzlxJsBtwJkTcQFjJGESYTPBLTi4FpOFF21dKVrcaaBtCTC5+3YwiS1htv8DvkEVySJZ/JAoue1ePoAw0yZZLFadqjp16pzn9L0hdPxN5vDyFmtHAnAFrG+TOXOs3iNXJ15Ow2IGw46JnewW3niVOkNFzVLwxRJygoZ25hAPkFH62gogA5fhIQZcfRUUNqZdzqh2xGg4qsTxXkoaLkcw+ebTbxjyGgTIYQ4Js5wIhooPjT4eLA9OAG/p/GqHS1IPpn2zTMnBi+7+MO7xSLnt2CQKxFDY8IwPEZvVPFoZKYFyz/FU6hdxHuosG288usH2t9db22ofDhgjq9eD7mtiodzDATyePzTEPM51HzQF1/mKw29mIeT7x+oeRqtNHFPD0FhTcXHrPLrR62CUuUTO7huyce4aflkZq6d4rDZdc3VU+XNHUr0N8fTKmSOkz3KdgTtU1lBR21OAXh25Qh0H1Vt3H2sKzvdU2zA5VPYwPmriuG7JFAk1R2X66sbp53m3Y5Lyu9IpUNFxXBBoe+yhnXCeeCrZT6RHzhJCGbvVFiN7dRx3gJPLbV878uqcq5vYvJWeqLLT4ynng6mNTK9e7zD8IV8PTxUq5yi0IhYJL6StlC3LMtBoEGOLKKPEdp6mon16yFiXK9gp05PlTBGfRBnraOBTX0apA3woNvDAlmFoaO9Z1mlisd+t+zcsvPqx6ErANYCDHqY6eeaW7zldDlR+jCvcQQROJ3HT93BNTDpR5lenJgWNasuk4JbPGuwYTy3Xt4edaMV5PgrPWda8iDBOhsPhdxoqEsbNHjPZ6hgBwJWBDRoKt7HiXWSskBnibRRFfhyJlyarQKgsxpkXWc+Sc0teXafbnhM0sYq3PT8589eVRY5nguW5xI5HjzHU2148Y5V73MYMlwNISFyjzxj7LS8WGaUyyOYdItayAATB3SZ2ncmm/boFjNRLPIrAemVShSSMqJ9DQA14wq8Q4gVmYNgCHpHBCc9ZMcrDsWiF/kmRPFDTg4Z6PSW4ngN+BK0JLm9MDyfTEBOEyzF6geXJmaN1W+qYfk7GAlHka/cGUCCdMTw7xEPDCTteFiV8yndwbAY36kaiw3WG84/WFT7PxRASe5fMeWWfNT5xPNe87cp3WgtGoI7prvNyVcf+ypnjJWLNtyHPT1gRtKV77PTK2O9Ncx3onjawXpl8XX+EjjHIfLZQKDs8YFwIyK0CNzo8/Hg8L6YY5UfoTVYfLFd1vMUZPhw6Oj7i9E8Uwt4/C73wKSCUsVuScKEayAWsccv5FfI/toc5c59Axm9SBPZzjHYM6+dFqhNZ97P37peFmP3k9SoSgduS7VW00WMGlSAgVwLRZefUJsRDkOgKd4eOnrfZrNtralibEJ7eZHqky3tLlFEqAa3Dxnw9/uJ4Fuoq2nuHTr1YL7wE88ViIpsD4slZzH1gXCTkZPqCj+0L/P1X4Le//yN2fnjlvvyPv+Knf9D//+3v8cfNH/D9K18hiTB3TiZhBUv2BoOcblt8LdYpzXkLKOkmcgJRqj6wE2VhC2+yZdu9e6hk0NZM7BQK2NGreMy2sKibOLhScF4k5eBMwlADcgWge3aJNz2GENjQ0FZU7NTLkfWbCWKUb51OHqy6FVGbfHRvgLe9HhkgykqERxKjoMnOiSfAnLRGhqDoGN1OkYXra7YlVcyn9kSK83wEXoysTZOtiiMzY1Vyh14A9AS9gre4whjk/jAuMfqQb0Pt42Si/+tX7l6grAKhshhnXszVTRwfkRNtnut1VyLhNrbxxdDQllQsWn34tb8fVrgczyCUceYvdq6zFvjDLGqYkxLEGF8Djf5yHrgyAO/7hTL2zS2MDQELuoJrAItbq8BhQMgVwPEktDbUfKL+JMTfNowr3OUr2K9n7XBVp5xLm2CZB6vPAGBZBN3wf82wo2Thcm7jCBDuGUU9rAAQQ/lku8zgcDk+3PPrFnb1FYx0aphlwlCt7ysxm3uv4dUKFx5qGnKFAoaKAtRZwvsW1mZkMByeWeT7HJ4kjkf1WCVznQOmTzTFYwid0pMpDIE6JmnHg1XWk4ga9C63HR6rkOfjws6mKVa5h89R1wk0jPqTG2cXyk28VfZwkSniAXRTdFQOWQ+IkXqx6f4rz4spTvlRelOubuJ4W8FJcQ8f5Ap29TrhTDOAhTj9E4HQ989AL3wqLKzk8XDpWP7ca46ITZ1OCLqbo21m7w/r5xjtGNrPVCe68dxbu6d/iFH+WN3D3WoFByZJVDHWFJwHeRUZKi5aJewGGHNn0SYbPROQMrgblLCrm3Q8GOhKTrKnsDaBgMR6ZFc6xaLLeys7EwOTV99Zrh45/4j0LOzj+rSEg6ZJ5lRDQ9vy0kPC+SKRzQGx5CxyHzghEhqZXuH1zp/w+ssXfPz5Gu2Pr5xwuVevsfOn186tXz6i/fNnfP/D98le6cFMQuUUoNUA1ju8N7DKWBn7HGP5esWxUua28/hwz1w0rnBjWTRBFNsl1vtcLBGFYwWECFgAxqsgnACGirtGA9e+1LkycnVrYxpdPwDY6GHKzFxR5TOppK9OfZvosbqHUaVH3l2uYD1ziu4RL7zI4xUgVnGwfWmHKoH9exMYasBG0BrMcbWfzbcmxbzLT4AXIWsEky4i/k0AaxRyG0Xf3LewtN0cVdNcAAAgAElEQVRDDpdoa8BOVsUHHpeYC55T8Ek4mb5hWQ2dF8NgqMSIwLaZUEAuf0o4goT49ZunLPJCsAg4G337BOlpDRqPpxJOioxhXh8Aq9sAfMf4FAJRFnXrn37iYgBPz8nEYHjWwtqR5WV4hrZWoKfDZMMe1LaWgXq90wGKRaDSw36BrDstZXsqTiZbGZU7KNl/dfiEojGbcDkH0UaroBDiYBDPzfjgza9E7nGmIGea2LE4tTheI/7iDPtEnszLBewcraJGE4qMr1pY6szII01TmEMM2pZ07AAAGgFeeGKJ80ceJvVkoobTsDkjQsdcKDexJJ1hXCYhi93TW6w167GfjwOyJutoS/xJPuo6qcc9HgG8cf0xxvdDQK7eQ45+kje0ioDl8hSx3mm6D5eoF9NbrjyGlB9LbyJYrrJk4gV73ozsnzBM8P6nQ5w+i4bfu0JCt9mbbYZhF+LIUTSC+jkpFsoVLElFnFvJBkQZpSanboaK9t7ADlFOhqg2EbHmMugKyJVucUOdJCwkaZNAPdJQcYcS9qn3KwQBGxUZd3H1zLB3eiJIahOVKWKzybSJUMCb0ilpk2zy+QJIaHMIwxzmk4RGJopXr/D6v/4T/7z+DLx+HXjPb/71ZSavYzELT6ZcHdgEcH2JGbuQamhnW1jsUEsr6Ilc3MeFFSyJ1WdOPKdj1O8Dul8A7SwdTJhRTi5iyOxvXJ4p1kZIU3BSPMR5MdigwFUohTL26+REamk7xIRPCW/fBN/x74cXIWsehJLGh23eBGxUOlgoFDwya6B7mkeuBwBHWJQk1IDQ7HL2c8oV4by5aoXLnl2FVFa/CbAySL0chkoGLWZzOrLnOL6BiUuOy/Mc8nEywfVewMDYEIArp7zlqo7jnu2nbW9gclcKusZTc4kZGN8Cy6UEcZ1eMv5CHTlFQvsSeFzVA8JkvMTqOtr2NSdbXDxOJg1d6RTXfcoTyHgDDZVT+rp7POaBkWYQwu/S9hNu9mZAOqoP8MBsyi2jnE8ePcYSRzEXsNHsYAEFfyhxPXrz7BsP1IC3uAUAq3jcUzHurWCpcYlhPYtxy5qzE4KO5eVqB2utIg1P1dGWLjEynLpEezKFIbkn02jQJ4eSoGVE6pgC3tCN3w4UjwE/oY7qQgE7odkCo67Hg/v7/VgobGO9eIkhWJ003LhveTHFoQBxlT8TvSmsf6IefRl6W1SfAYRnb3n1iH/R2qjrALKrwOkVUJ7vN/Pl6GuigB3Lw8QwML468xnBxqqCi8E2dud0+PP82uSFYe7j9fnZHP7ftA9+bLfxt8+W0egLPv/8d/z6m1eu6+2Pn+1/f/74f/jHb2YcK4fZcTLN5TTWuMejmEcu65Cm3bS4JBUBKCCXb6Gmaomr0pWAE2lSb4kY0C7xWNWRu8y4FUNN4aaBzdXdnk65uoljk/7YiVGs4sA0Az1WxqqEk4yEruG9ouGmVcIb+x0lv/u1UMYb7OHcdV98jFXgJEO9zWYOQjpN3qOgllEm7LNpn38BssYDlZNj168TfVpvGZgMFbVMBieZDNrKGUY29wyJaX/o5yPCsAa4kfaAI5KZbtjKT+Du/9JldU4Qyli7PXWPbUPD8LY0Mf/V3GWxUHfkjm4+c3UTxx2ZcjE58fXHAZuchXLPI7/en45N0SqDc93e9AoYnWVwgSaOTRMHVdFNjq2d4TpfwYYALGyt4u4s+VifBGN1D9d9EWtb01pAaOi1Z5O/uAp8aoQQvxs6FipVbHaC15P4KGChVCJzjqceuToxHgzPDrG0Xcbi/R5OpCvkpuK3mRbEU+YkE/bjr5tt6zolRbfka6dADHHu+VXEpu6WQ9cBneAYmMhancGJEk/efOOhnsX4ls7DwgqW+gOMkMWivIpF6EDpiDuuhkoGNdX3oXww2ST3y6wRtICdHsOn0Sj62pObPW1S0HXIHwqexaJ4iw/Wumyo+NBguRzj6ZgL5QpwqhIj8xEbwptUR+WjKymhaw73urCCJXh5ZCK+HxraGQldjeln4x6P8iSGXYN4MQVkmwsvfzZ6U2D/RCLu+8P0QhLiPckYDUdUn3FgaLhpBfUBvW6NM6GMt/mWe2wbGtqShLZd/Um/Ka4cJdPPH+/Jw2ONSbARs/yuJKFt1U8QgBWGpwoGuoqEGxxhv16wMxK3XZ8+jzbp4+5MteuMiXXgBBDKWEPLWcsMA91Tb5vOWrbjoI/rPadNxpqKC7tNZrfP4iL2fB4kZ3HqN1mbTu3J9HpzEx9/vsZPf/0VAOFk2v3he+f6zibwt2v89NNf6fU/uK7PCnPnZAqBc+KWIadRdrrDBuXcIGR259kMAJpmsySiVZSwqFcwogRcJ8oKcdVvFFFb1bEL4oaPjomdehNQ9pywMVHEcr6C3frs3DCTYHgJvK0LyMGKI83gsapjv1wPJF908SkEoT/ACAHGP0PFBc045z2xHSqnWGQ8TxbKfIu+TXI6BUYDAPJ8LPm5Sh4X1gmxKKOkWy6vXpJhy6vBfUKX5PncM5c1LgIzzDFEtD4wbUGNVAuaQrKdFJzrj1Udx/oVahmajcsrz8Y9Hvu3NheInbY7ZtVfrqyGy9Ji5LwouNJKn1j9x3gJbPSa6CoSTjzE389WDgHwuLmeOuV0YJYWQ0XtdBUHlieBUMZbZHCizD9rJ+uZst4xE2T/8o4vZpyaAoYKIQL38Z4JBeSEmN8YMJ8sM9FQuZATdDutcQFAoYfjLWI88JJIMy9MyMnkRYQnE+Uv8oPx6EoKDwH5Mu2fiIcIF5jg/Nvq7w1c4Q6r2LXrSfuyXgY0DQsB42txVYxfZ1ciiRDDVGxPJvcc2co0qOcb63LFhiEGhKVCwEaPXZdJqJfdv0KYjsnKAfEEOR94MrfFfp4PZ2xzMu3FuO5GAYtiEUOtzmxSI76fYnS5R8KCAUqE67RlVyL98CnTAG98jNW9SC+msPLD9SZWDhp2G/i5GQP6Z0Z6W7BeCGKEb3awni3iU6OIk8Qp2CP6zM5g2nBCTy1yZADQFFt/cPPiOJ6quXoPi6qCWoYhnK40HQqNKb8prJ+BuPo1v58XtipY2rO4yWSUqjJaHn7G0H5CHvDWr0kLN65w1+jjAVl8YsaZiwJmLm0iYm17BTd7GTfJdaw2Sa5HbvQqaEsZnNjE3551csJvjt7T66F1hkLJ0DvARTbjEHM3mT1agvkimc3B+e4wOYucTyZs08wvv/zynJhhJsZ33303EwPTUAFaQEhK6hQ+aAraqPs239zwDwaRmS3iZMnhEDkPlQyG2yFl09S5SV1J2xlgUQ8I2UsxV9ibuDgbd1aOOJsDehMxDOQ7KKEYENZkZYIMIJwPSomOYE6mVFa/AQSEa87esDRBdjkGJFy5hKXDwwDZDcngGcW5FIOTybUORGV8CyWSdq4vnLHeHrwQGLfiyl9r/GFKwd8U3fZsyDf3fR6etvjfzTzvyvYWdl90drlJQuomS7QQXK6vHB/xt4hlkYQmb7gMTVmitOs95K7C9QrX+xORgfP73E9azxiVXfJtyaC7PaL0Ije+Jhn9V4R12DNnw7cDxpiZrpETJNd5OfgWvykpZtUmXUl6VmNnqEr4wImgAVI5mAfitOmLNzL97ne/m40nkwG094BP+dTQ9DKhYagVwt00DQNjb9ruyV+D2iWwn8pICiBkAxmGVFZTpEiRIkUKL57bxjVFihR+sN7oEKsTE6TPox7LchW79dSA9Jzw4o1Ms/JkSpEiRYoUKVKkSJEiRYoUKVKkSDE9pib+fi6YlpMpRYoUKVKkSJEiRYoUKVKkSJEixezw4o1MX4v0O4UfJItMcFaRoZLBiaROkemJZL6JnSnGBcKEH/XsUHnK7AMp5osp5cVQUeNmXop8EF2FI9eGihoj79HZjlJZ/aagKTiZet4iGCo082GS7qaZq3xlaErofM0UQLOJBNyrKQEZy+YJg8lo4xkTmjLZOjODfgJ46x8zL1hZLGNn9WHrY2V+c7e/JRtJ6z0ZqCyw7Tuj9pvo/dx2DLvmRpAuMtncaqArsXLv6TfaLlFj11sXq18nzxCYIkWKFClSPB9MnV3uueBrZpdLwYG4isWQy8ulranjZXkpqodKBq3bKCI3GW/LOtqZrCtbBYv1joljaBhiPlnjUswS/ixeXBx6M9ow4BCBD88OsUSzX4US3vqeFbBxBNQyip+cN7/CyGWc9O2prH4TYEjBH7hyGIPY11DxoUGIxEMTJURgfNUCOGUMLwlZfbQM6Rj1geUqTRVvEUyzZI9iyUnzHoDJSKQZ8Ej7jStcZMl43SkYGN+K2LQy7RTqOM4So85SVJIJAOP7W5BxNwMSGCa981jdw3Wjj2us4Hh7gAfIKMXhbtMAyERu2ismdgoF7OhVPGYP0VIoKTIjG0+ZvRDGFe76wLIMjAxgQSByNLP244ArN/0ik5nKvf6vb0e0saHiA1dn0DC8rToZGGGgK51hoccfp0OFrkF7KnJMWURPoem0xSoWoQGIqJNrnYjo18AMgSlSpEiRIsXzwYs3MqUGpm8PgVlYikxKU7GKzfwhrhsiNjsrtsJrw87Ic0T/4E3RrKEt3eONS9EspJv2FwEBGz0TG7Ms0lDxAR0mRa6J47onO5yV8Y23URTKeCtLxLsiMlu3hiEKzqY8ldVvCI4B1L9RZLO5HWExVFYMdPdoprAwY6kLjOHKl2mMLUNGydzG8LaKN3FI4bVLkinLMpDqAzwAWK9MRrBpjSkL/mxdQNyMa27DmY5RP+82cgll7HcGaMeo12jQB9AnaebDwM1Q6U3DzBg/4GSbGypFQO6Ej1lOtsJPRXcabzTc5bOy4ZO3gOyH4QjPPDc8O6TGsrItZx8aANAIbr/AzJ7xkKubKCHAQClWcdAELjIZR9aZNuNl+xtfDbDWpCmbPeNkWZaZskRs6hUMFQ05u/7e/gbQP8R5hhmgrj47xHURJFX0BFn9+IZp14djLbqYFClSpEiR4qvhxRuZUk+mrwv/KWPfVrimPWVdKPdw7EpU4E05TTdrjQhvAHqq3KX/HGsahpdFXDP1/WQrhyKWqxXsl58qdW6KmSHmZoqfzhwgG/oB3tLsGMTICWzqTeA2bxsvh2ctrDV7gRvrXL3HPO8YSV2bwkYG16KM9fw9FtksGKmsvnD4N58PrSuMy+FpzYNgeUn4ZZafXt0HoYx9swy+gRKApqDVbzAyZcE7pzoeGZYRh3iu+A0g7EZ7rh42hoqLwz4eLMOZKGIZfXziGjkapI6BKXY1DBtIYAhxDMJjVcL5oILjo3vUsoeOEcw2xHgMROC9d7rU9UMlgw++qtVxbPKsiN71NCY0Ba0G49FmG0Kp0XKaMieBt600BSenYGSdjI1RxcROgX6jF4aKGxxhRwAADW3qDbdfAIaKAtTryNU9beZrwvjGIqayaGdOPf/2GyeXqzre4it4qKVIkSJFihQzRgJOpi/4/PFvaP/0E3766Se0//YRX3h3ff6Idpvc81Obf08SzMzAZAC1DHCieP5O4+pPFI1yLjw1B0IE5l2/iPJzdRPHJvmVZBBlnv777SDr4hFoNegJHfM3V12td/l+RBn7VLT+bYVKNdBi74viUrg/xWjbqm8H60xdD6rA0opHgf2K7RoX0Tw/Ee+f9rueW/swfen/dbAe+KCBoXIGNOuAIqFraLhplXBgejYRhooPqPg3FoZBuTQMdFUifwvlHnmvXsWy3GHGh4hN3cRxr46dqDSrL1BWp5ZF+3nJxTkSm4foGXz/UCniE2SUWJnrH+KcncPEql+ufCC8Mq0ZhMmRul/isbQFqBIzP2poX27j2Oyg1DFtWV2v6jj2Gji0MzLX9lsYGnCFadnjqyP7xt9cN8hCGfvs+K7kAbY+vF9QOLVxj0cAy6vZKSpicSWR3/lhn3gaUc+Yh8MsTiQVXcv7xzMfrXfMRB4+TwpDRc0K/2xdYQwaDtgH1juTG8WmQqPo1gvsgwWLG4mEdQaCei19snUQYhTLXVr6CaNPBHJ6FbBjMp6tkdxJFicT85xdDqM30XXCGjdePYn7m4aXz1BRi8XD9sKQVJ9JkQyzav/nLp/PvX4vEJZOFUff4+mYhMMu5ah7Ckyj40/tyfTl4zX+D/+NnT/9AAD4/LGN64/fY+f1K+aev+Fn/Ac2N/+EV6+CSkqGWXkyDc+ABxkud34AQHYVywCwmsXCSh5An8sN9NUw7/rFLp+eCIvOX3jhER9WQ07oAk9eCWwPkYTu97HwDNq1KymBfBAWcvVgTpXQ52lbj1UJF3OqfyJMWr43ZIGDIEPT+LaB62wD6x0di3tnyPXqzIb0FmODejGt5snGBIyHiaDjxuZPEoGtwoQn3DPAM+mLMFmMhKHiw20eB2awp1jS+k2NGOV75zo3RGx2SrgrHuJcQih/nNuDSQvm5up7w2n4HjDDy1usHQnAlcNVM1bvkasTL6dhMYNhx8ROdgtvvPMyY1ggnEsa2hlqMHlGXhbj+9vp+5uG/kWFJPI9S9xhrdb65LpXU3BSBKx5BAKoYUvEWohdKz5/Fen3+YJ4/NghZdRoaa3Fc/NcYt4/DGqL/gAjDUApj+tsEYCIzaB2FcrY1bewIAh03WuSuhdMHKwqGG7VydytKajdT88dOQuwMhSPdzImhDL2zcTVe35Iqs+kSIZZtf9zl89nXL84+4XnWP5CuYcDSLiJcS9Px8zVTWzeSjOu1ewx7/55Ckyj40/tyfTq9Q52Xn8ffMOXj/j5X/+BH15/PzcDE/B0nEyOEitikSox9qm2ojgnWpLHyq2paEvM6bzKnCbT+9tW5h6NlsOWYWjM8xnUeFmsAurHoisBJxKmyOwWr3xykg+62U+YDckHcrp/ftif7vQ3H05GHoao704Kbvn0hPS67/bUcrVp2MlRnOej8ELkDgBVcEK8GOiPvxki/E7Hponc5R7QZBcBHSMAoysDuXoPG+U68dpwbaysE+kO1mOQH0fipckqECqLcebIoZIh3h/9huP5I6nMHQa6jJdTTVK5J4lfVxbdXi2O55KJY50YmB4Ae34Mai/LM5SV1fUOK8c6NkWPJ5Fp+j2QABre1Md1lsydlifo+eGAXKfGjsUsAEFwb2BtrhoRm1UZADBSL/EoTuO5YmWnc/9aDfi9UzJFfAKps+vvgZ4lBoYt4PE0wNsjIsucRVpdCpo39CqWwU86YYPKvxUia3uhKCq6pw0sV3WU5D7urkhfj69aeODNFXSjloPbQ5j9HVStUxyrzs798/Eec8K61jvU6wY6RitNlDr+wx7H29j6zeLU3/H6cXum0jC9yxVslOu0bfq4zgafai8IAqApuEDTaS9DxcVgm384YGjEg48Hr0cdR24A0iZxTn+5me00Ba2GiM1mGQvMOJpUv/KOP199AvVUd7a7mmq4Pc6teTrk+XjwzPGKhJp3DZAkp3zN0p/VwBInKj9C32EzOQ5Vt54eq30SlB+OGPsI2+POGRfWuuy037zbPxyR8hlSP/KshK7q1jEm8myJkN8k44f1eGxrYORjEu+bkP6Joe+HyZfXk8iXtTTWfiJKfmLgXg3ZR8fwlNOZPpAU97ydYPwl2+fHbL+Y+61gJBsfkfNPEh3/l19+Maf/3Zr/8+d35rt378w//+V/3df+9y/mn//yP+Zf6PV3f/6L+b+3Sd7F/5mmaT48PEz1XxYD2TTfyb4/m6bZMd9DNG900zT1qvkjZHPAXB1VRfOdKJsD3SpHNH+s6swdujli/jmQYb7vWJeq5o+07FFVNt+BlDOQRfueG1k2R2x19I75Xq7Grp+FG9E034mmu6xYiC5/VBXNdwD5ibL5XqT/L3dc9w1keNomCrp5E1CW/U6xyv8mvWr+KHdI/ek9o6rTruzfTd+1eN+dDNHl34jR7xxVvfI2m+dfgtwNZDhyN8mPIzP+/jdtGRpUnfsHMq0Tr75i1RyxMhvxc80DL1xWrXrxZCl6jqTlilXfs6Zpmjeip811d3s8J1l090vw/EXKIdeC58SO+T6gzMnm0TD5ls2bwLLo2tWRyZhh6hzvFy6HA5nTLmxbx4E9dnTzpsqW1THfR44D99rMRUc23wXVpyPb3+rqD/r393LVea5D13fap5P2nzn1c8Fl+eQhEE47Ba/hk5Y5Dcg7fHImd+zx9L7jnn/fdzxyYMuLNS9VzRsZ5ntZ5suwKJvvvetonHHgWWNGVdkzh3HKoPUibdyJXEemloWOzHk2RE81OXN7R7bbMc7zUSDld5w1js45FtxrgG4OZNF1PbCeccuP1HdMey74Ue6Qb9U79jdHtU/S8kMRYx/h73PdpR/Ou/0nAkc+o+sH80e5yrSXHkv/dTCB/E4xfqw+et/x/H9MRH2/acbQ9yPk11UfzjeGlR+nfmEg+7kIHdEM2a+IdM61Lukd17w9i/E99T7frmNw+8WqXwhmMj5izD/T6PgJib9f4fXOn/D6yxd8/Pka7Y+v7HC5L1/+hV//8Q/gD7v4084rAF/w8eNHfHn9GrN0bJpJqJwCtBrAeof3hgJ2TOu0ju8quV6p26eSue08PtwzF40r3Owd4hPlClgWgaVt5rpYIidoKyDkvwIwXoV9AnHXaOC64WMLRa5upS+Prh8AbPQwZTau8PLZELaD1VOct1bxpmfijWGQU8Op4CHFFKs42L7EiZfIk2aWGWrARpBzk3GPR5oeeDLLcLx2nR7zLj8BXoDcWZiUIHWsSjh3ZX92Mn4B7qxEb+5bWNruIYdLtDVgJ6viw20Ju6GvYzLfGSpqZyvYp6f9rkx1PHzDsho6R4bBUHGXr2DflTmsgFz+FEOjTNvy68uiK1zORUTPIQm2vYSmI3meFo+nEk6KfYcEWx8Aq9sAdPDT3AmE9F63/mkRLHugKTg5XZ1NOM+EGJ61sHZECPc3Vs7Q1gpONrcO37U7fiiag+tshmYIg9N+nPBuO2OeN4StcIRNMUszsPHCDdl5KAShYX3zkifBnbn1ScG2i4yS2QG82Qc1BSfZBuUwE4CCiQ3ruSLVGbQ6cgUn7M8i2T7uCQCITO9YhN+agtr9UTLPMF/4tojNLeafwhbWZGC3XsbIlWXRwPgWwGrWnUGVM8bGmoYxhNmMuQg9daHcxJJ0hnGZhJJ3T2+x1qzHfj4KC+UKlqQizq1MiaKMUpPONYaKO5SYNUBA7qiE5b0Zlh+p79DnqowHHAp224e2zwzKj0TYPgIACkdYOz3DsEznB+0Md6Uj7Mdtn4TtnxSh9QMAiFg7KjPzlIBc6RY3GpCLE/iQUH4jnxfK2NdXUMtmcDJF4oDo74+HqeXrCeq33plSRwQAUG9P69OEAt6UTkn/Z2cz/hLt88MwwfwQhFmNjyTyEdQ+s8ku9+oVXv/Xf+Kf15+B16+dv//2DwxH0yu8+tc/8fnLa7yeoZVpFpxMuTqwCeD6EjPmF9DQzraw2NFxXCCtP1bjxZ4CAIQVLIlV7Pcmn0yeBJpCDExiFQf1AqA62VOmMTC5lH9LkdcUnBQPcV4MNihwJ2uhjP06MFZPsbTdC36poaJ9tYU3E9f2G8ZzlzseQjPMhS3qAjYqHSwUCp7J3ED3NI9cDwCOsChJqAGh2eXs55Qrwnlz1QqXPbsKqax+E2BlkPLGDZUMWtkMrul8NrLnOL5BwJuZEIAnJTqFj5MJrvcCBsaGAFw55TmbaoDIN9kI5a4UdI2n5hIjm+nlUoK4TkrGb29+CnXkFAntS+BxVcd+wFoezp/lRjgfTpBhyJ1FjvBrCdioyLguNuxMkm4IbqOCD1NmhHtieDMOTpeJjYXTLmNVwnmGED9u0qvWePFnYXTa2yHQd3NokedVjMplLKoSzg/zrjEZyCEZZGyNm/nRql+dlDFy/Z2Qly9VBO5ccM5kGN3Ue1Mazb2Io6cKeEM3JTtQPIb/hHouAKCAnR7tG8PA+OoM53sqjmemg4SUPxN9J6R9noU+JWCjAtRUA7ky0D0F3vZYGZ13+yfFPOuXVH7jPT/WL/EAEcsiMNINYKI90r9z/yTE3Mffc9jnP9/2n5qT6WO7jb99tnLFfcHnn/+OX3/jWI9evd7EH/B3554vn/H//es/8f2M+Zlmxck0lxNY4x6PYh65LBU8TcVNK+qokkUBuXwLtYnj2/1IykfChcWFM6MTbBcPBVsm5TYJUtxITCgvvplkCntjK58l/6mGUMYb7OHcdV98jFXgJIM5ZZugZLEAxqqCWkaZsP+mff6Zy10QuBnmwjLLUVgGJjZ2XjnDqGJtOATkSsBDPx9xoj/AjbQHHBH+jGErH+8UDcDLl9U5QShj7fbUPbYNDcPbyfmv5i6LLDcY9V7L1Wn2NcrFZGWN43IogclMGPgL4mRyvxcQMDrL4AJNm8vHxSukneE6T7IlLmyt4u5spiR6kSCZyUSsbU1rfTDQ3RvgrYcTaHEV+NSYFfE79Sqh3oV+CMiVqi4+p5Ls75udAl2jig1AFLHcKEZyRSUFyxPj/3mztfp/02aIcvOHmTjmZFOcKgulYQD22HDKtMZL7tJd5lDJoHZ/xM90yMzzF9hCzlBx0SrhwDMmc3UTu9hz9VV4uxKDY2hmuKiMcNolPlGeNNdc4MvgmMRw50FMPXWhXAFOVWKcPipM/DybpdOLriShrdH+EwRgBVjOr9B/l7GGFrMGGBietWwi+jgILX9G+k5g+8xKnwppv1goHGGtdYauSryYWFmfd/snrX94/wFAH3dnqq3vgqd/Bb0/6T4txvNjVcL5KVDSe9jvVYDTLIfXacrxYSPZfuHx3rDrX+Me2AaXH6t+SeU3FH1c7zn9P9ZUXNj9P7v9DBex5Seo/WLWL5F8xBgfc8LUnkyvNzfx8edr/PTXXwEAv/39H7H7w/fMHa/wevOP+Nv1BX76K4Df/h5/3PxhpqFywOyyy00D56QpQ04YYZ1kN1CDjv1yGbslCefZDABgWa7ibUlEqyhhUa9gZLluKys43gbQKKK2qtsWGXEAACAASURBVGMXRAFEx8ROvQkoe06omChiOV/Bbn12ro7PHv0BRggwBBoqLmi4nl+ZPcUi43myUOYbwxbKPRxPafAdDQDI8VwaJ0WukseFFaYhyijpVtYzTzghLK8Gt3dEkudzL1HuAjPMOSfffjBtQZX4BU3ByeU2jgvO9ceqjmP9CrUMzcblnZyNezz2b7FGT+2Hyh7Q7MWWi5crq+GytBg5RwroShnbG+TE6j8mg+RGr0lIDRvUI0es4u1XCM2aDH4vl0lDO5MiMBOIoaJ2uoqDHhVioYy3yOBEmX/WTtY7Y71jTrlRNtCVvOOLGaemQIwBRXA8XCaAdkYy/VWCCwgap04Zjneb0/+krueZw7nJxCTeWk+NxVUx+iYXDHT32KyL1tii65WmUO9AEg60qEr031mcDBiZtsJUrXkeAKChLQG7AfPJQrmJzdaeHZob3q6TeDLxoKFdbHB1mblCCNNTWWMWCUE5H1RwLEz+PCHZF7F5xBtPeeByj4TzAkRfaTr3bfSahHi63wcgYr1TwfqtFa8SRx8KLz9c32HLb9gepP65JaB9ZlQ+v/2YENCwfUQBsLyZTopAyfQK2LzbP6r/oxBeP0DE2vYKbvYyJGRJlFFquo3Gge+PLf8BiHg+Z3sT9zHU68jpl6SO/aytA0W3T9T3x9X3+fK1sFXB0h7tN1FGqSqjdeiuX3D58eoX9H3R+2g9VL6gZHDdF7HZAS6yGWL89PR/kvGXbJ/vyE9Y+8XZbyWTj7DxESUf0+v4KJvI/PLLL8+JDWZifPfddzMxMA0VoAU8W8XsJYDw3ZSYMLc4xBcRPBI2f0kIRH84w1DJYLgdssEwVNT2gpXLuGhngEU9IGQvxVwRGM7AAytHctBmmm5e8h2UUAwIa6ITLkfmyGUi97zNbRAnUyqr3wAC5rvZGxGm28iS1NIlLB0eBsiuYxTzyW4U51IMTiZX6E/Q2CGFoe3l3Am4vnDGcivx1hG3chRtcOKEvwXOFW6w30f6XHcbrznfO1YlXLRKeNsrx1z/koaeJUfwnBsznM9QUcu2bGN83HdaHoD2hkzJkKxrtByr/f33ILgPNYVuuIncsOH6kxon2Wfjj3lGPuUqNm8PqeHsCOM4/FxTygOZC5pPavBOboDzQkNbusfOMwgHeRrMqP1mwTdGCpqw/ePXfxr57EoS0AwbC7OTv/mMn1mPj+eGb/375o1k7Rc9PuaHF29k+t3vfjcbTyYDaO8Bn/KpoenlQ8NQK4S7AhoGxt603ZO/BrVLYD+VlxSAj+g7HlJZTZEiRYoU84Lb2LosV7Fbf2JPUENFLTvA2xkQ03u5O58D78jckbD93MkOkhmrp2r/0Ponk0/WEzqwPona7wnGzwzHx7PEt/5980aC9os1PuaIF29kmpUnU4oUKVKkSJEiRYoUKVKkSJEiRYrpMTXx93PBtJxMKVKkSJEiRYoUKVKkSJEiRYoUKWaHF29k+lqk3ylYGOhKnIwxhooaN+tbHGhoT53lJqA+HgyVeWU6SPH0mFJeppZRA12FkyHKUFHzZCMKr1Mqqym+BRhM5hKPvGrKZNnUaBaVaTOcWSBZRxUmmyIzZq0MY7HGlHduIf92l+1kHpuo3jP4Vuu97SefHsjcFdaGQyUT3fea4iqD9FtYFjd/239ToLIZ2J+aEpBNNxrOmDAw1OIUQPs4IHvv9Dqat/wpMvHNGpoyvVxF9VnIM7OY61I8LcYGp7+mkYE4mKJcaw7lPUPWi294/kzxrDB1drnngq+ZXS4FhXGFu76Mtz1PkLewgiWwad+jSF394KWiHioZtG7DyGMBQMbbso52Jsuw4rux3jFxDA1DzCc7XIpZgkPKy8Nh1s6O4AOHAHZ4doglmuXKzVsQ9ayAjSOgllH8cdKulOdx0rSnspri6REq72HgESkbV7jIkrG0UzAwvhWxaWU3KdRxnCWK8lIMQuXx/S3ImJgBS6W8bY+XsbqH60Yf11jB8fYAD5BRisOfpgGQSWr69oqJnUIBO3oVj9lDtJRt0haGig+NCYneGbL4B+68FZEUA3C9d+osepPCyr5ZzwIAllezTsIDWcanhleo3Fk/3aTaNKMaGjixiLwDM2g63CjrnW0MFQ25OWdD/HoQsZgNu87qVZNhuXqEHASM7yWcFPvhJOfGFe76wHK1Gaiz8XQ0N7zZiYLq5Rk7moquUZgLWe3YMLAgcApm5gsbDPn+esfEm3smiYEHD8WM7zu5ZPSud3awiysMUWYyNfEQYz745uDJJBnn3nwY0X+8BS9sTLiTPHSw1iq69FJbBsQqDprAhSdxkavsGcqWAwPDVh8Qq8hlDQDsdQ3DBgB5FYveSylSzAEv3siUGpi+PsZXLaDapAuAga56htFhw54QP2WsiV1GyWxirGpAOSiNpQfsxCpWsZk/xHVDxGZnBSMDbkXLJkc7on8oYMc0sWPfQDJivHEZpwr/Zov2S4WAjZ6JjVkWaaj4gA72qSha6aldWeCszG48pUUo460sEQ+OqMXa0DBEATnrvlRWU3xleNOxD5UMWvAq6PEOBsgaYBk6dIz6eUfWAUAoY78zQDtGvUYDku65lYnYEHCzhnk3tEWcMMVYCv5QKQJyJ3w8cTYln7yKfsNdPmvkDjY4OQZz/z1slr+jiI2Age4e3cCEGdddSL5RHV42gMYtukdN99/EKt7Uy9ipO0IVnQGUznt0s3W9pyJH5zyeTrBc1XFslfWN2Ze8BoiHbAbXELHZKeGu6M+w6xsfMTMhWlgo93C8ouDkUsNOgf/c+KqFB4jYjDwoCYN3baOwNthB2SYL5Rms98GHU/EzCG5h11zBTaaIT0UFOdNtBPVmOgyDM+d6s0WRVOVjgJ+NkmZC/LeFuIpFAOz8HjS/Lq8GWGcLdRybYXMTLVvuhMrFAjWCj1UFNwByll7KI2c2VDhzLunzkau02cmWDWoYXu+U3WswAGiXxEi/XZ7aSJ0ixSR48Uam1JPpa8PAsJXHWmkPJxlrJZdRspQKJmXqUMmglSEpg71Y8J1eelMiU2WhEaEk05OoLv3nWNMwvCzimtHHPtmnqiKWqxXsl78xbfXfATFPpYIVSQPdvQHe0kwLZEMDbOpN4NY5JR6etbDW7AV6zOXqPeZ5R5N1bTwbGVyLMtbz91hks5KkspriW4Ch4uKwjwdQQ4coYhl95nCBRcM55eV6olonrZNtmB04G9qxKuF8UMHx0T1q2UPHCEa9f7wGKID33umMMkMlgw++v/o9Oh5aVxiXrXawrsfbVAwVyxjlnePmmy46d1TFcuMQIx1043eFYQNYrm5hgbupj2F4E8rYN93uSy6dgM73D4d76G59nVTM84ZtgDBU1LItrDEysMG2DTU4BMslCV0d7nn6QayiVAIeBlfoSofMtQYZBz7Z13BzSD0ioKKW8Ru6ALgPAi1EjV/LwMTeZ6/ps/TYEbDR7GCBPeDRFJwUb7GY5XlY0bZg6yAIWIAQaCgjnoTE08vSAybyaEwRAgELeQC31r/J/J5TMmgdZnEymHad8GOsnpK59yheeQvlur3OnDC6n2X8Xe+Y2An1RsSMZcs99zqeT9Z6YqB7SurmOywBEqy5KVIEI4GR6Qs+f/wZ//f3f+BXAL/9/R+w+cNrvKJXP7Z/wt9/dT/x2z/sYuf1K29BiTAzA5MB1LLAgwzX6a698MkdHKyePr8FZN71iyrfuMKodISdsoCNsoGucoUcu5EubGOpeIb2oIHHVR3HpoCxpmFcICc3kcYC32TYcJ/gRU2M96cYbVunR27vkLEq4WaFefZrt2VMRJ8OR7wfE4Z1eJ9/Lu0TuFEFbCMlFwaGyhnQrAOKhO5RBaNWCQdmmWyS7NtUfEAF+z5vZANjQSD3qjo2ygVnQ2SoqJ2tYJ/KpMsrKgovUFanlkX7eQmthp1fFeudXrzT5efw/Yyru4P5hzQEen3S9LRR12cOr4FAU1C7bzoeJ5PAuMcjQk6jQ8HbNDKGpMMsTlrEG/bB1U/eA435YKgU8YnzXjaULHxOs+D2hHqyMDkLtL/HBgnfxWAFb0zTrjPrcTrd/BAWXtXHdTaDayAgbDMdk4CA0ZkENE0c+zy9+1gW8/5rAFnXALsfibxaRXqNgGwfxfS08Oh6rFea5cVF5ljE8w6OCyGLsaRg2CMyMLy8JYdJe2fIsZt7Owy0AJtjzvJm9hj9CKgnoVjFgSXfW00cb12hls3i5NDfLr5wub5lgCX35gCg7w4vdSB7/m2gq5AQYABYlmXgdhX7tjyFXPeEae3A6Zv4Hl7Tvn+Lzl+e9rHkgzcm+gOM4Mhmrm6itKpicQWJKAQcIz8NMQOc+QXgzsfOgSRTd9d9Xo8l955lna3ADGXLLt8Xjtei9d7zt7l9zyHgWnOj+nY2SKo/csFbA0QZpWbd79n1rPCC2xwA2Vft2fr8slzFfr08vZHpy8dr/B/+Gzt/+gEA8PljG9cfv2eMSL/HH//0A7637287A3eGmJUn0/CMY2ACgOwqlgFgNYuFlTyAfowY9CfEvOsXWr6B7hnwpg50pQzuSh3sHnkn5FN8Qh9oiNjUyXOj+3ssWu7ZHhdWL2zl7Cms7F+1LQm6koKFXrhCnKubgddDn6dtPVYlXMyp/okwafmBypiD9YC/j28buM42sN7Rsbh3hlyvzsjtLTkJPmthbTWPE2qsshdvQceNzZ8kAlvz4Y0IxTPpizBZjISh4sNtHgdmsKdY0vpNjTjlMxsvYgSMaSBLiIVyDweQcIEmY+wnYZ1xrs8b4/vb6ftCH8QK/+IbFN1hOdyTXzvs5JbZRN7jESLWQuxa8fmrZK6nLuAPT3TDCYs6lxBqaHJ7MGnBXG59bxvOwtjC8VTqF3Ee2jbT1IPdDPmNgCS0k4N/uzHpHHSwsDxsXfftHQKiCJRWgSsD8I4fQXBkTlMceXdxDBIQvc5CH9dnGjYi9LNx9gjH5pEtP8QrrYJRljW+zsMLT8BGbxttScVibwXD2xLeCAIWKquEzJz7GsHxZr5qwTZuilWUSi20XAbDID2EPHPHzD9ubzXiXcl+5yThcmN1D6PVJo5N8vxYU3FxG/O6UMZutcWMjzqOO8DJ5Xbs8TL9+wVsNKu4yx7ijpGb4eUtlkXZ9i6PQq5M7ptYdwAAGBjfAugf4kYrYydrhZjROYYavJbzK77nRisVbIpFIg9yBwerUe8KDpebpWyFYXQm4bpB1sI4umpU384KifTHINDQfMdgDDrXKkDE3opFnL3YLPGi2xzAUNnD+KiJ47q1vhFy/KmNTK9e7/jd+xi83vnB9e/P//wN/ntntl5MwNNxMjlKs0PIaCuxsgw0GkQ5FmWUWMHUVLRPD/GpT55dr1awUy7APgkSZayjgU99GaUO8KHYwANbhqGhvVekzxPr4G7dr4Dy6seiKwHXAA56003K3PK1K+CInAIQolbqncRYkperOh00NIsIbYfNrXLEZMdyU0xxwpy3YrgnR1RbJgW3fNb6zp56sN8e5okU5/koPGdZ8yLCOBkOh99pqEgYN3vMpKsTJeDKwAZV1DdWvMqXtZkl3kaJT0demqwCobIYZ15kN+3nlry6TjA9pzpiFW97Zd/i+CxkkYfAed/97ctVHfsrZ84Jv9UGIc97XoS2dI+dXhn73n1l4PUwEn1OCBkAsKe7tJ58Q4iBYQt4RIbPIRLhqTO8jAiXofNcqBHL4zFhk2rLVWzeNrBc1fF2kMWHKwMbZYHwzogl7PpsVnUcm/T/AwxEjoeKp85cRY7joWO1Bzt/e4zn3vHFM1a55/l5hssx3HgBG+VQgxznxN+RQ7YN+26PAsDv1ex17IjCsx6THFwpODmkByGn/vHKekdcR4UNaWe4zhOvzAtsIYczdI06XwczVNRo2Npm9RbXA29ZCj34k7HeaACyjE+NImoRp+MW0TaRH9r32aKbZ0u7wigv0jE7Sw+0Anaa96hlikBVJ/JX2AIkCd1muBdWrtxDrgzGg7kcQEzPBy8T2fDM4VKrgbab1a7oBx6eDbU6ckw3P0LHGMQ4uFAo2/ySca8nRaL3y1Ws3V4SrkrqNb6GS987FlfFieoU64CDJivarN7iuqggpx9h13TWJWsdelsveNYqAbmCABQcb82xeso98Aw64GQxD9nihsKtVrFZbWJj6wq1DM9zyt9uQX3XlTLEI6qax92ho99tNp35hPVMfIszfDj07GsT6o9kDqV7FVFGqQS0Dhuh4di7JQkXqoFcWQify2PtxeKuBZPhxbb51hWN+mDa3vr/X375xZz+d2v+z5/fme/evTP//Jf/Db7v9n/Cryf4maZpPjw8TPVfFgPZNN/Jvj+bptkx30M0b3TTNPWq+SNkc8BcHVVF850omwPdKkc0f6zqzB26OWL+OZBhvu9Yl6rmj7TsUVU234GUM5BF+54bWTZHbHX0jvlersaun4Ub0TTfiaa7rFiIU75u3ojW393f6y5KNt9ZZQVCN29EmO8A853ccV0ZVUXyd7HK/w69av4od0id6T2jqtOW7N9N37W435oE0eU77RiMUdUrY7N5/iXI2kCmsjHpjyMz/v43bRkaVJ37B3KQzFryxMhsxM819l+4rFr14slS9LxIyxWrvmdN0zRvRE+b6+72eA6yyMLfPyHzvslpt45M5SH+86xs8+oTdp2Hgeyfc13tEAe2XOvmTZUtq2O+j5TRkLXDLiZkDenI9jd72/YdYL6Xq85zHbremh3zvff+WJj8OWvu8spJ0HpH5I7zPZx68Mqc/JsmgzMXu/uDL0fWnBCwdtv9YZp+mfN/Y9A7vO97SWPSdZ1ZL0a6btfHLT9UdoLa1PkQe+w53+idTz3QdXtNcrWzLZPO2HnfcerOlTlmXE7+m2DuiQRnXHRkp/06cqRMecuy7iffT+WXtpFPt6Bg+/lHMVin9bU9pw4DWXTmCLnqmT/Dr/PkbbI5I8H7rXWiI5s/VnV7z8PTX0k9vXJgzZvM35n9VBSctuWMISqvcdvCP6+RMt93TNcc7tMBAzGtbDHvtf/EtolbT3XvQ/1rSFjf3ojev+n+vqNr9Y9yh9ynd3zr+7T6440omjcd+m89YFx7x47rb+FzOXlHmL4S/fzkeMFtTscxDwmJv1/h9c6f8PrLF3z8+Rrtj6+4nEtfPv8Tv/mPML+n6TGTUDkFaDWA9Q7vDQXsmJaFsox903/HesWJ9cxt5/HhnrloXOFm79DxDhGBpW3mulgilsgVECJgARivkjhjGCruGg1c+1ICy8jVrTjk6PoBwEYPU2bqiFe+AwGjswzffV7u4Ng8wlAzHCunDc8pr1jFwfalHaoE9u9NYKgBG0GGY+Mej9TFexxVXRcm/dZJMe/yE+AFydqk3DtjVcK5K7aCPUF3Tn1ICtkWlrZ7yOESbQ3Yyar4cMvxcnDBc7o/CSfTNyyrofNiGAwVd3kPF5ZQQC5/iqFheUB+TVnU0M5cIhd2yh4x7y+Um1iSzjAukzDN7ukt1pr12M8D1jjQ0Zb4DRt1fR4YnrWwdmR5AJ6hrRWcbG4dvpt2/FA0B1zeDI53o50xz+v1WDjCppil3iAySpw00MHeXgxCw/rcnhguDySXt1UwT8bDc01bzoZTMeEeB5YnojfrngWxFPMFk3oyvfQxSUm27bBJ1tuACkbhCJtiA9enKt4UyoC6Rz29wzi8DHQlkh0yB3aNKWCncokTSeV7FtLQOdeaZMusiE29jhwoJxdIOGBpQMiYbc8c+1VHKHWOiAeIDyF8aFbGwRiheHEwVvcwquhYO2XI47OrWC9txfJyJfOUezy6uONE1iNZdnkcOXWw6B+q2Lw9xF2piePKGWqX8GdLjoSAXL2HHBXRsabgfE9lvIGjrvs95WsTLRXJ34/CEZZOs/iAKvbrQPc0+q3OeiGjZNIMnKDeYWI1QleDnahivUM+fKPXwShTxLmyguM60Ka8ULuhOqaTie5gFRGeTGHZ5dhvSiZb0bD0VFp3Oo8s0BD1Jc+94X0nYu2IzVAnIFe6xY0GV92Wq0x4MLxeYeEI1B8NFXcoYd+aTwQBGxUZd5PIboy5fK7Pc/FttnlCIxPFq1d4/V//iX9efwZev/Zc/ILP//wN5mRjmgknU64ObAK4vsSM4/c1tLMtLHZ0HNPOGasSbuI+LqxgSazOnPhrvtAwRAfHZhZd6YzEtHo23uyAcG0wrM2CpuCkeIjzYrBBgbtpF8rYrxP31aXtED90Q0X7agtvpv/Ibw8vUdZCSePDyEgFbFQ6WCgUPBsSA93TPHI9ADjCoiShBoRml7Ofo4T3uGqFy55dhVRWvyWMBn1yUAAg3rwv4A1VEHageIxqk6wbBez0whatqOsWCEfFcilBzKWXKL9QR06R0L4EHlf1wFCNcK4iN4ZKBq3b4FA9vmHIbfAgGyuiJF0XG3aWRzcEF4G1H1OShbNzFuUZHCoZtBgjzci1ifIbTbgk0rwQCR8nE1zvnRoWX0m1g7VWkYbl6WhLlxhZ0Rucd/iN/WGYkpOJwcsakwyfmKHijvucw2Vjb2hD060b6Ep7QFA4WKGOg3sJ55lWJHG3KyxUX8UH1gBIZW+5qqMkZzlZvwRG57PGKE+2Pdc4GQenhqYQPqyCgPE9cG4ZroQyduK8ws70dTS9wdcOM+zguJ5FV6J9WKiTudHgZfBj5q6IUOOFwjbWi5eBRNhR15NiuvcL2OmFn2ARTsQGY3T2yI5A5JPMmS3mIIoHDW2a1dBZjwrY0at4zBadzIJRyRe0SzsT3YJQcJK+ZAd4y9ZNG/AzMrKYhWxNhAI/m10I5i07T4Hx/S2WV4+QeF+e+Pl4eFFtnl0FTq+Asn8y/X/Tlvmx3cbfPn+h//qCzz//Hb/+hsO59OUz/vmb/7AJwGeNWXEyTUceFwHjHo9iHrmsQ+R104o6GmVRQC7fQk3VElelKwEn0qTeEhNCU3CSuUSuXgDhtuFzzQw153tydRPHJv2xE7tYxYFpBnqsjFUJJxmJEDe6K4GbVglv7AWk5Lf6C2W8wR7OXffFx1gFTjKwT/FmC0pIC2CsKqhllAn7bNrnX5isWaBycuz6daLj4S0Dk6GilsngJJNBWznDqGIpCAJyJeChn484XRzgRtqzucmGrfwEp0wvXVbnBKGMtdtT99g2NAxvSxPzX81HFrNYFG/xwRorhooPDZZfLd68v1CuAKcq8Zhg0yZPuW50JSW0n8OuW5ln1ram5fAx0N0b4K3HsLC4CnxqzIqUnZK1coiICQTkSlWUmLmgJFu8gM7fdgp0/Sg2AFHEcqOIE0l9mvmqUHfqYh261E0cd2R6Gu7wKhwHeOUslHue+c7707Ep+r/b+14LQyWDmurn9uCCybq4X2YNkgXs9JjsPY0iTui8av242dUmBZ2v/Z5v396Y5EIo4y3jwbW+HbQoaGhnQgxMFAvlHg6qxDPwJJNBm7v832OEPJbFKg5s44+zzq53iFztlwXk6iYOqiKWby/9upmhopaxsiKuYuyVOUPHQkkGycYVLJMTyav13sttW5dc2Cph+fZ+gvFOM31Bxlsmq/JdPyb/jwVr7AcZeO12Jb+Dqki9/zn6MTS0MxK6GtMOxj0ebYN51PWY0BQyfhWvYDzN++15GgAxLpmeeZFwvVoJHmxZ5s3nhopahpLMu/rA6l8LDbRC1wMD3dMGIJaQEzS0rTkue4gHKrsnGVKH7mXQIYb33Qlli8GnIjPv+jJtBoHlnIzTd33cnan2XgMT674JIJSxhpYzvxi0P8JgaLhp5Ukbx57LA/ZSsZ6nHMTcscPDC29zoYy3+ZZ7XjbId0/tyfR6cxMff77GT3/9FQDw29//Ebs/fO+7b56hcsDssstNA+d0J0NO2ew0oA3qMkzIxs6zGQCESPltSUSrKGFRr2BEJ4ATZQXH2wAoeeIuyESBjomdehNQ9pywMVHEcr6CXR8h3deEjlG/gevLDo5NK0yoCFRMfh3v7zEuRNTfk7LUBeruCrnjU6CGyikWGc+ThTL/RMJOOT8FRgMA8nysy7lKHhfWiY0oo6RbWc+8pLHWKbUnJCPB87kXIWseBGaYE7EZ+BDTFtRItWClLy441x+rOo71K9QyGQy57vz3eOzf2mENQ4Uo9XHl4uXKargsLUbOiwIlMiRPnzCn8pYCvtFroqtIOPEQfz8PORSw0WPHioj1TtOZi4SweZ/d9BXwpnSK80HFnU484vncldW+nKxdYNcl/nUWrFfMesecMkui4zHhIom0xpApYKgQIvCpkjjYRZ6R8KBKcAFBY8gpg0d+Sep6njmcOBQ3GfyeV0/7foKJiHVdIYkhG/3YnkzuuaSVadCNNevdSU7eCYK8W76dMcmFJy235UV2bXmwsV4utkdFvLUoen1ZQa5cJgTFMcvbd93rlnP3HKA7twkF5MoFHJe3iUzYhP1uWZpIXjUFJ6erOGA9x4QtrJV0m3x+qCEglI9gTMMSbU8Tqy/EKnYj5jJuuvsZYnS5h5MibViReODEuR69dyGVJQTYxGNnZu9nZPmkQT0WwZItg+iklp7P8eh0h1iz13s4XqGREIyH3tDnHeqdexnPSVo/l17JyqC1DtEwVdYDkfVkIm0sYlMPFpJ5yJZrfBkqatlwn0+L5Nx7mBretyLWtldws5dxiKCbdcbAaM3pDXu+c+qVXH/c6FXQthJJiTJKJcbybicuaDBegEz9Yq4FgXupOM8bOhaaHaxni/jUKDpyHjEHvNg2B8louqgqqGUc4vDjXgGZX3755Tkxw0yM7777biYGpqECtIDYbvsp3BhrGlAoYIEXRuBRkMJDmXj3c8BxHR4qGQy3QzYxNGXwbsLNajsDLOoBIXsp5oqhksGHiCw2Nlg5CgwRocpGvoMSigFhKlYmyAB3dbpx5W2ggziZUllN8TXhCrkKDcPQ0M6cejbi/OsLZ0GKP3tv0cWBFm5w4oS/xQz1Yr/P5sFhDcuc7x2rnStCcAAAAOdJREFUEi5aJW4WQ6dK7NoUT3G0ERDeO3vD0gTZ5egmhJdtaNr32DxYdj8x/ehqe0se3O3IDQcMxDPlrJoK7PggbeIYrwj8YybMgOPHWJVI2FhMeRurEjG4ccdczJBRTUXt9BAP4I27sDI4PFuJ5JUP/1zBFsyu/Su4sfonbB7y6q/ce91jJzYvXUTI3GwxzyyV08GXBTKoXna2NgAwMDZ0DK+y2KBZ/Lwhy+HvY+enkHBP1sjk1QkZmfBt/GcmW5TzqRJ9kOOeYydcxwB0JSnSS/IpMVQlfJhgXntK2G2dcOy+1Db//wGpQHnnxTPm9AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"./data/11_6.png\",width=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 四.Downloader Middlewares--防止反爬虫"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Downloader Middlewares</b>是处于引擎和下载器之间的一层组件,多个下载中中间件可以被同时加载运行.编写下载器中间件十分简单,每个中间件组件都是一个python类,其中定义了`process_request()`方法和`process_response()`方法中的某一个或全部"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.process_request(self,request,spider)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "用于对请求进行处理,在每个request通过下载中间件时被调用.该方法的参数包括：\n",
    "1. request：要处理的Request对象\n",
    "2. spider：该request对应的Spider对象"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "该方法可能返回None,一个Response,或者一个Request对象,也可能抛出IgnoeRequest异常.针对这4种情况,scrapy有不同的处理方式,具体如下：\n",
    "1. 如果返回None,scrapy将继续处理该request,执行其他中间件的相应方法,直到合适的下载器处理该函数被调用,该request被执行\n",
    "2. 如果返回Response对象,scrapy将不会调用任何其他的`process_request()`方法,`process_exception`方法,或相应的下载函数,而是返回该Response.已安装的中间件的process_response()方法则会在每个Response返回时被调用\n",
    "3. 如果返回Request对象,scrapy将停止调用process_request()方法并重新调度返回的request\n",
    "4. 如果抛出一个IgnoreRequest异常,则安装的下载中间件的process_exception()方法会被调用"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.process_response(self,request,response,spider)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "用于对response进行处理,当下载器完成http请求,传递响应给引擎的时候调用.该方法有3个参数：\n",
    "1. request：是一个Request对象,表示response所对应的request\n",
    "2. response：是一个Response对象,表示被处理的response\n",
    "3. spider：是一个spider对象,表示response所对应的spider"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "该方法有3种执行结果,分别是：返回一个Response对象,返回一个Request对象,或抛出一个IgnoreRequest异常.针对这3种结果,scrapy有不同的处理方式：\n",
    "1. 如果返回一个Response对象,该Response会被处于链中的其他中间件的process_response()方法处理\n",
    "2. 处理返回一个Request对象,则中间件链停止,返回的request会被重新调度下载\n",
    "3. 如果抛出一个IgnoreRequest异常,则调用request的errback(Request.errback)方法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在setttings.py同级目录下创建middlewares.py文件,用于对网络请求进行包装"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "import base64\n",
    "from settings import USER_AGENTS\n",
    "from settings import PROXIES\n",
    "\n",
    "\n",
    "# 随机的User-Agent\n",
    "class RandomUserAgent(object):\n",
    "    def process_request(self,request,spider):\n",
    "        useragent=random.choice(USER_AGENTS)\n",
    "        request.headers.setdefault(\"User-Agent\",useragent)\n",
    "\n",
    "\n",
    "# 随机的代理IP\n",
    "class RandomProxy(object):\n",
    "    def process_request(self,request,spider):\n",
    "        proxy=random.choice(PROXIES)\n",
    "        if proxy[\"user_passwd\"] is None:\n",
    "            #没有代理账户验证的代理使用方式\n",
    "            request.meta[\"proxy\"]=\"http://\"+proxy[\"ip_port\"]\n",
    "        else:\n",
    "            #对账户密码进行base64编码转换\n",
    "            base64_userpasswd=base64.b64encode(proxy[\"user_passwd\"])\n",
    "            # 对应到代理服务器的信令格式里\n",
    "            request.headers[\"Proxy-Authorization\"]=\"Basic\"+base64_userpasswd\n",
    "            request.meta[\"proxy\"] = \"http://\" + proxy[\"ip_port\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "修改settings.py配置USER_AGENTS和PROXIES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "USER_AGENTS=[\n",
    "    \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/74.0.3729.108 Safari/537.36\",\n",
    "    \"Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/74.0.3729.108 Safari/537.35\"\n",
    "]\n",
    "\n",
    "PROXIES=[\n",
    "    {\"ip_port\":\"221.239.86.26:32228\",\"user_passwd\":\"pass1\"},\n",
    "    {\"ip_port\":\"119.254.94.114:34422\",\"user_passwd\":\"pass2\"}\n",
    "]\n",
    "\n",
    "# 禁用cookies\n",
    "COOKIES_ENABLED=False\n",
    "\n",
    "# 设置下载延迟\n",
    "DOWNLOAD_DELAY=3\n",
    "\n",
    "DOWNLOADER_MIDDLEWARES={\n",
    "    'myspider.middlewares.RandomUserAgent':1,\n",
    "    'myspider.middlewares.ProxyMiddlewate':100\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 五.settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用scrapy实现的bot名称,也叫项目名称\n",
    "BOT_NAME = 'myspider'\n",
    "\n",
    "SPIDER_MODULES = ['myspider.spiders']\n",
    "NEWSPIDER_MODULE = 'myspider.spiders'\n",
    "\n",
    "\n",
    "# Crawl responsibly by identifying yourself (and your website) on the user-agent\n",
    "#USER_AGENT = 'myspider (+http://www.yourdomain.com)'\n",
    "\n",
    "# Obey robots.txt rules\n",
    "ROBOTSTXT_OBEY = True\n",
    "\n",
    "# 设置scrapy downloader并发请求的最大值,默认是16\n",
    "# Configure maximum concurrent requests performed by Scrapy (default: 16)\n",
    "#CONCURRENT_REQUESTS = 32\n",
    "\n",
    "# Configure a delay for requests for the same website (default: 0)\n",
    "# See https://doc.scrapy.org/en/latest/topics/settings.html#download-delay\n",
    "# See also autothrottle settings and docs\n",
    "\n",
    "# 下载延迟.默认值为0\n",
    "#DOWNLOAD_DELAY = 3\n",
    "# The download delay setting will honor only one of:\n",
    "#CONCURRENT_REQUESTS_PER_DOMAIN = 16\n",
    "#CONCURRENT_REQUESTS_PER_IP = 16\n",
    "\n",
    "# 禁用Cookies\n",
    "# Disable cookies (enabled by default)\n",
    "#COOKIES_ENABLED = False\n",
    "\n",
    "# Disable Telnet Console (enabled by default)\n",
    "#TELNETCONSOLE_ENABLED = False\n",
    "\n",
    "\n",
    "# 设置scrapy HTTP Request使用的默认header\n",
    "# Override the default request headers:\n",
    "#DEFAULT_REQUEST_HEADERS = {\n",
    "#   'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8',\n",
    "#   'Accept-Language': 'en',\n",
    "#}\n",
    "\n",
    "# 爬虫中间件\n",
    "# Enable or disable spider middlewares\n",
    "# See https://doc.scrapy.org/en/latest/topics/spider-middleware.html\n",
    "#SPIDER_MIDDLEWARES = {\n",
    "#    'myspider.middlewares.MyspiderSpiderMiddleware': 543,\n",
    "#}\n",
    "\n",
    "# 下载中间件\n",
    "# Enable or disable downloader middlewares\n",
    "# See https://doc.scrapy.org/en/latest/topics/downloader-middleware.html\n",
    "#DOWNLOADER_MIDDLEWARES = {\n",
    "#    'myspider.middlewares.MyspiderDownloaderMiddleware': 543,\n",
    "#}\n",
    "\n",
    "# 扩展\n",
    "# Enable or disable extensions\n",
    "# See https://doc.scrapy.org/en/latest/topics/extensions.html\n",
    "#EXTENSIONS = {\n",
    "#    'scrapy.extensions.telnet.TelnetConsole': None,\n",
    "#}\n",
    "\n",
    "# 保存项目中启用的Pipeline及其顺序的字典\n",
    "# Configure item pipelines\n",
    "# See https://doc.scrapy.org/en/latest/topics/item-pipeline.html\n",
    "#ITEM_PIPELINES = {\n",
    "#    'myspider.pipelines.MyspiderPipeline': 300,\n",
    "#}\n",
    "\n",
    "ITEM_PIPELINES = {\n",
    "    'myspider.pipelines.MyspiderPipeline': 300,\n",
    "}\n",
    "\n",
    "# Enable and configure the AutoThrottle extension (disabled by default)\n",
    "# See https://doc.scrapy.org/en/latest/topics/autothrottle.html\n",
    "#AUTOTHROTTLE_ENABLED = True\n",
    "# The initial download delay\n",
    "#AUTOTHROTTLE_START_DELAY = 5\n",
    "# The maximum download delay to be set in case of high latencies\n",
    "#AUTOTHROTTLE_MAX_DELAY = 60\n",
    "# The average number of requests Scrapy should be sending in parallel to\n",
    "# each remote server\n",
    "#AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0\n",
    "# Enable showing throttling stats for every response received:\n",
    "#AUTOTHROTTLE_DEBUG = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 六.斗鱼APP爬虫"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.分析JSON文件内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.创建项目"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "修改items.py文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class DouyuItem(scrapy.Item):\n",
    "    # define the fields for your item here like:\n",
    "    # name = scrapy.Field()\n",
    "    # 名字\n",
    "    name=scrapy.Field()\n",
    "    # 图片链接\n",
    "    image_link=scrapy.Field()\n",
    "    # 图片保存地址\n",
    "    image_path=scrapy.Field()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "创建爬虫项目douyupic,修改url和parse()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scrapy\n",
    "import json\n",
    "from douyu.items import DouyuItem\n",
    "\n",
    "class DouyupicSpider(scrapy.Spider):\n",
    "    name = 'douyupic'\n",
    "    allowed_domains = ['capi.douyucdn.cn']\n",
    "    offset=0\n",
    "    url=\"http://capi.douyucdn.cn/api/v1/getVerticalRoom?limit=20&offset=\"\n",
    "    start_urls = [url+str(offset)]\n",
    "\n",
    "\n",
    "    def parse(self, response):\n",
    "        data=json.loads(response.text)[\"data\"]\n",
    "        for each in data:\n",
    "            item=DouyuItem()\n",
    "            item[\"name\"]=each[\"nickname\"]\n",
    "            item[\"image_link\"]=each[\"vertical_src\"]\n",
    "            yield item\n",
    "            self.offset+=20\n",
    "\n",
    "            # 循环发送请求\n",
    "            yield scrapy.Request(self.url+str(self.offset),callback=self.parse)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "修改配置文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ITEM_PIPELINES={\n",
    "    'douyu.pipelines.ImagePipeline':1,\n",
    "}\n",
    "\n",
    "IMAGES_STORE=\"F:\\Python\\Pytest\\spider\\Haima\\douyu\\images\"\n",
    "\n",
    "DEFAULT_REQUEST_HEADERS={\n",
    "\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "添加管道类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import scrapy\n",
    "from scrapy.pipelines.images import ImagesPipeline\n",
    "from scrapy.utils.project import get_project_settings\n",
    "\n",
    "class ImagesPipeline(ImagesPipeline):\n",
    "    IMAGES_STORE=get_project_settings().get(\"IMAGES_STORE\")\n",
    "\n",
    "    def get_media_requests(self,item,info):\n",
    "        image_url=item[\"image_link\"]\n",
    "        yield scrapy.Request(image_url)\n",
    "\n",
    "    def item_completed(self,results,item,info):\n",
    "        image_path=[x[\"path\"] for ok,x in results if ok]\n",
    "        os.rename(self.IMAGES_STORE+\"/\"+image_path[0],self.IMAGES_STORE+\"/\"+item[\"name\"]+\".jpg\")\n",
    "        item[\"image_path\"]=self.IMAGES_STORE+\"/\"+item[\"name\"]\n",
    "        return item"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "执行文件,新建main.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scrapy import cmdline\n",
    "\n",
    "cmdline.execute(\"scrapy crawl douyupic\".split())"
   ]
  }
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